{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "b09f636e",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.datasets import load_iris\n",
    "from sklearn.ensemble import RandomForestClassifier,RandomForestRegressor\n",
    "from sklearn.ensemble import AdaBoostRegressor\n",
    "from sklearn.model_selection import train_test_split\n",
    "from yellowbrick.classifier import ConfusionMatrix,ROCAUC\n",
    "\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "from matplotlib import pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "912387e9",
   "metadata": {},
   "outputs": [],
   "source": [
    "# from yellowbrick.classifier import ConfusionMatrix,ROCAUC\n",
    "\n",
    "\n",
    "def classify_visual(model,X_train, X_test, y_train, y_test,classes,label_encoder):\n",
    "    \"\"\"\n",
    "    classes ：['unoccupied', 'occupied']\n",
    "    label_encoder : {0: 'unoccupied', 1: 'occupied',}\n",
    "    \"\"\"\n",
    "    \n",
    "    model.fit(X_train, y_train)\n",
    "    ra = ROCAUC(model,classes=classes)\n",
    "    ra.score(X_test, y_test)  # Evaluate the model on the test data\n",
    "    print(\"--------- ROC Curves---------\")\n",
    "    ra.poof()\n",
    "    \n",
    "    cm = ConfusionMatrix(model,classes=classes,label_encoder=label_encoder,percent =True)\n",
    "    cm.score(X_test, y_test)\n",
    "    print(\"--------- ConfusionMatrix---------\")\n",
    "    cm.poof()\n",
    "  \n",
    "\n",
    "def regression_visual(model,X_train, X_test, y_train, y_test):\n",
    "    \n",
    "    rp = ResidualsPlot(model)\n",
    "    rp.fit(X_train, y_train) \n",
    "    rp.score(X_test, y_test)\n",
    "    print(\"----- residulas plot -----\")\n",
    "    g = rp.poof()\n",
    "    \n",
    "    pe = PredictionError(model)\n",
    "    pe.fit(X_train, y_train) \n",
    "    pe.score(X_test, y_test)\n",
    "    print(\"----- PredictionError plot -----\")\n",
    "    g = pe.poof()  \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "c4d5b4d9",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Load the classification data set\n",
    "data = pd.read_csv('data/occupancy/occupancy.csv')\n",
    "\n",
    "# Specify the features of interest and the classes of the target\n",
    "features = [\"temperature\", \"relative humidity\", \"light\", \"C02\", \"humidity\"]\n",
    "classes = ['unoccupied', 'occupied']\n",
    "\n",
    "# Extract the numpy arrays from the data frame\n",
    "X = data[features].values\n",
    "y = data.occupancy.values\n",
    "\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "59da931d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--------- ROC Curves---------\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x396 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--------- ConfusionMatrix---------\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\liuxi\\AppData\\Roaming\\Python\\Python38\\site-packages\\sklearn\\metrics\\_classification.py:191: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n",
      "  score = y_true == y_pred\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x396 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "classify_visual(RandomForestClassifier(),X_train, X_test, y_train, y_test,\n",
    "                classes=['unoccupied', 'occupied'],label_encoder={0: 'unoccupied', 1: 'occupied',})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "7fcafd63",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0\n",
      " 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n",
      " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 2 2 2 2 2 2 2 2 2 2 2\n",
      " 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2\n",
      " 2 2]\n",
      "--------- ROC Curves---------\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAfYAAAFlCAYAAAAZGcpRAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAACCHklEQVR4nO3dd3gUVRfA4d/uJpve6L0FCEgPUgWkSgfpIRCkCSigFJGOSAtNEfCjSRURkF4tVEGkJTRRKdJ7TSB1s9md74+YkTUVTLLZ5LzP42MyMztzdhJy9t659x6NoigKQgghhMgStNYOQAghhBBpRxK7EEIIkYVIYhdCCCGyEEnsQgghRBYiiV0IIYTIQiSxCyGEEFmInbUDEOJl+Pj4ULp0abRaLRqNhqioKFxdXZk4cSIVKlQAIDIykvnz57N//370ej0ADRs25L333sPR0VE915YtW1i3bh3R0dEYjUaqVq3KiBEjcHd3T/TaL3t8Rrt37x7vvvsuOp2OiRMnUqVKlVc+1/Tp0/nmm2/Yu3cv+fLlS/K4KlWqsGPHDgoVKpTkMfPnz2fNmjXkzZsXRVEwGo289tprfPrpp7i6ur5yjIkJCwtj4MCBfP311+q2AwcOsHz5cp4/f05sbCylSpVi5MiR5M+fn82bN/Pjjz+yePHiNIvhwYMHfPjhh6xbt47w8HD69u1LWFgYAwYMYM2aNaxbty7NriVEohQhbEjp0qWVJ0+eWGxbunSp0rlzZ0VRFMVoNCqdO3dWpk2bpkRGRiqKoiiRkZHK5MmTFX9/f8VoNCqKoigLFy5Uunbtqjx69EhRFEWJiYlRJk6cqHTt2jXR677s8dawZcsW5Z133vnP54mOjlZq1KihDBs2TJk1a1ayx1auXFm5detWssfMmzdP+fTTT9XvY2Njlf79+ysLFiz4z7H+261bt5TKlSur32/fvl1p3ry5cv36dUVRFMVsNiuLFi1SGjdurBgMBmXTpk1Kv3790jyOeCdOnFAaN26cbucXIjHSYhc2LTY2lnv37uHh4QHADz/8gNlsZvTo0eoxTk5OjB07lrfffps9e/bw5ptvsnjxYrZs2UKuXLkAsLe35+OPP2bPnj3ExMSoLX2I6wFI6fjFixcTEhLChAkTgLhWavz3AQEBeHh4cPXqVbp06cKCBQs4fPgwer0ek8lE/fr1WblyJXny5GHq1KlcunQJo9FIrVq1+Pjjj7Gzs2PevHns2bMHe3t7vLy8CAwMJE+ePGqMx44d44svviAsLIyAgABWr17N+vXrWb16NVqtlly5cjF+/HiKFy/OqFGjCA0N5datW9SvX58RI0ZY3NNdu3ZRpEgRevbsSZ8+fRg4cCBOTk4ABAUFMXnyZDQaDRUqVMBsNgNgNpuZNm0aZ8+eJSIiAkVRmDJlClWrVk3wMzMYDERGRpI7d24grpX96aefcuHCBTQaDXXr1mXYsGHY2dkRFBTEzJkziYqKwt7eniFDhlCvXj0ePXrEyJEjCQkJAeDNN99kyJAhjB49mujoaNq2bcvmzZuZM2cOkydPpmjRogBoNBr69etH/vz5iYmJsYjrzJkzzJo1i5iYGB49ekTt2rWZNm0asbGxTJ48mVOnTmFvb0+hQoUIDAzEwcEh0e0hISG0bt2aTZs2MWbMGB48eEDbtm35/PPP6dixI6dPnwZg4cKF/PTTT5jNZgoWLMgnn3xC3rx5LX5funbtSkBAQOr/QQiBdMULG/TOO+8AEBISgoODAw0aNCAwMBCA06dP8/rrryd4jUajoVatWgQHB1O4cGEcHR0pVqyYxTFOTk60adMmwWuvXr36Uscnxt3dnd27dwOwZ88e9u/fT7Nmzfjll18oVKgQ3t7ejB49mnLlyjF9+nRMJhOjRo1ixYoVtGrVilWrVnH06FH0ej3Lly/n3LlzNG7cWD1/zZo1+eCDD9Ru5aNHj7J06VLWr19Pjhw52Lx5MwMHDmTXrl0AREdHq1//27fffsvbb79NhQoVyJ07N1u2bMHf35+YmBg+/PBDZs+eTa1atdi5cyffffcdAGfPnuXhw4esX78erVbLkiVL+Oqrr9TEvnv3boKDgzGbzdy9e5cCBQrw1ltvATBlyhQ8PT3ZsWMHRqOR9957j+XLl9OpUyc++OADFi5cSKVKlbh8+TLdu3dn48aNbN++nUKFCrF8+XIiIyMZO3YsYWFhBAYG0rp1a7Zt20ZISAh37tzB19c3we9CYj+3r7/+mg8++IAaNWoQERFBo0aNOH/+PNHR0Zw4cYLdu3ej0WiYNWsWFy9exGw2J7o9/gNXiRIlmDJlCpMnT2bbtm3cvn1bvdbWrVu5dOkSGzZswM7OjvXr1zNu3Di++uqrBL8vQrwsSezC5qxatYocOXLw+++/069fP2rUqEHOnDnV/bGxsYm+LiYmBp1Oh1arVVuaqfGyxyfmxQ8bHTt2ZMuWLTRr1ozNmzfTuXNnAA4ePMhvv/3Gxo0bgbjkC5A3b17KlClDu3btqFevHvXq1aNWrVrJXu/w4cO0aNGCHDlyANC+fXumTp2qJpfEWtIAv//+OxcuXKBly5YAvP3223z99dd07dqVS5cuYWdnp167VatWag9FlSpV8PDwYN26ddy6dYvjx4/j4uKinrdFixbqsUajkUmTJjF06FCWLVvGoUOHWLt2LRqNBr1ej5+fH6tWrcLHx4ciRYpQqVIlAEqVKoWvry8nTpygbt269OvXj3v37lG7dm2GDx+Om5sbz549U6+p1caNDU7tz2769OkcOnSIRYsWcfXqVbVnoUyZMuh0Ojp16kSdOnVo2rQpFStW5Pnz54lufzGBJ+XAgQP89ttvdOjQQY0xKipK3Z/Yh1MhUktGxQubVa5cOUaPHs2oUaPUP6a+vr4EBQUl+GNuNps5efIkVapUoWTJksTGxnL9+nWLYwwGA++++y4PHjyw2J6a4zUaDcoLZReMRqPFsc7OzurXzZs35+zZs1y5coWTJ0/SrFkzNca5c+eybds2tm3bxoYNG5gwYQJarZZvvvmGwMBAPD09mTZtGjNnzkz23iSWzBRFUT/0vBjPi9asWYOdnR0dOnSgYcOGrF69muvXr3Po0CH1HC+ys4trGxw8eJD+/fsD0KhRI7p27ZpkbPb29vj7+3Py5Ek1Vo1GYxF7bGwsJpPJYvuL76FixYrs27ePLl26cOfOHTp16sT58+ctjvXw8KBYsWKcPXs2QQwffvghFy5csNjWvXt3fv75Z0qUKMHAgQPJkycPiqLg7u7Otm3bGDlyJDqdjiFDhrBmzZokt6eG2Wymb9++6s9606ZNrF27Vt2f1M9HiNSQxC5sWqtWrahYsaLaFd+0aVOcnJyYNm2a2uKNjo5m8uTJuLi40KRJE/R6Pe+++y5jx47l8ePHQFxrftq0aURFRZE3b16La6TmeC8vL37//XcURSE8PJwDBw4kGbODgwMtW7Zk1KhRvPXWW+rz6zp16rBy5UoURSEmJob33nuPb775hgsXLtCqVSu8vb3p378/PXv25Lfffkv2vtStW5fdu3fz9OlTADZt2oSnp6f6rDkxz58/Z/fu3SxatIj9+/ezf/9+Dh06RJs2bdQWtKIo/PzzzwDs27dPbSEfOXKEBg0a4O/vT/ny5dm7dy8mkynJax08eJCKFSuq7/ubb75R3/d3331H7dq1qVy5MlevXuXcuXMAXL58mZMnT1K9enVmz57NggULaNy4MWPHjqVkyZJcvnwZOzs7TCaT+gFk0KBBTJ06lRs3bgBgMplYsGABFy5coESJEhbv/bfffuOjjz7irbfe4v79+9y8eROz2cyBAwfo2bMnVapUYfDgwbz99tucP38+ye2pUadOHTZu3Eh4eDgAc+fO5eOPP07Va4VIiXTFC5s3fvx42rRpw+HDh6lbty7Lly9nwYIFtG/fHq1Wi8lkomHDhixfvhx7e3sABgwYgJOTE3369AHiWt/Vq1dnwYIFiV4jpePjr//WW2+RN29eqlevnqB1+6JOnTrxzTffMHHiRHXb2LFjmTp1Kq1bt8ZoNFK7dm369u2Lvb09zZs3p0OHDjg7O+Po6Mi4ceOSvSdvvPEGPXv25J133sFsNpMjRw4WL16sdk8nZsuWLXh7e1OzZk2L7e+99x4tW7bk2rVr/O9//2PixIl8/vnnlC1bVn0E4ufnx/Dhw2ndujWxsbG88cYb6sAw+OcZu0ajwWAwULhwYWbMmAHAuHHjmDJlivq+69aty4ABA9Dr9cydO5fJkycTHR2NRqMhMDCQ4sWL88477zBq1ChatWqFXq/Hx8eHli1botPpqFixIi1btmTNmjW0bt0aRVEYNmwYsbGxGAwGypUrx6pVqywGSLq7u9OvXz/atWuHs7MzefPmxdfXlxs3btCpUycOHTpEq1atcHZ2xsPDg8mTJ5M/f/5Et6dGp06dePDgAZ07d0aj0ZA/f36mT5+eqtcKkRKNktxfHyGEEELYFOmKF0IIIbIQSexCCCFEFpKuif3s2bOJLq6wf/9+OnToQJcuXdR5sEIIIYT479Jt8NxXX33F9u3b1RG/8YxGI4GBgWzcuBEnJye6du1KgwYN1FWohBBCCPHq0i2xFylShPnz5yeYwnHlyhWKFCmiLgFatWpVgoKCaN68eZLnMpvNREREYG9vn2BeqxBCCJEVKX8XTXJxcUl2Rsu/pVtib9q0aaIrMIWHh+Pm5qZ+7+Lios7lTEpERASXLl1K8xiFEEKIzK506dIWeTMlGT6P3dXVlYiICPX7iIiIFAOOn3tcunRpi7mn/9WNJ79z8tpOqhZtRvHcldLsvLbq/PnzlC9f/j+dIzYkhKebNxB55jQRZ09jevJY3Vd03kI8GjVBMZsJ/XE39jlzodHZERsagik0hNjQUFxr1cb5tbgYbo4eQdT534gNDcH8LBTl7wVPPJq2oOjn8wC49/kMHi37yiIGraMj9vny47NrD4rJxLP9e3j89UrMz58T8+gh5mehFsc7lvLBubIvLlWq4FypCvqixdK1Zygt7rNIntzj9Cf3OO1FR0fTvHlzDAYD33//PU5OTly6dEnNgamV4Ynd29ubGzduEBoairOzM0FBQeqiH0mJ/yOr1+txcHBIs1h0dhqMSiRaO9L0vLYstfdBURQMt24S9vNBwo7+QtEZn6Nzc8N46wb3Px4KgNbFBb1XDrTOzqDR4u5TBgcHB2JDQ7nVvUui5y0843O8qsStY2764zyxF37HLkdO7AoWjPt/jpy4VvFV48zboQs5atXBLlcu7HLkRDErRP12hvDjR7n2dgsiTgVhfuGDpM7LC49qNXCtXhOXGjVxrVodnRXqqcvvW/qTe5z+5B6nDZPJhE6nw8HBgZEjR+Li4kKePHkwGAwAL93QyLDEvmPHDiIjI+nSpQujRo2iT58+KIpChw4dEizhKTKeYjKhhIYQdfECsU+fEPv0KbFPn6AvUACPRnFVuO598RmPli3G+Pgx5ohweGE98lydu+JevyGxT5+o28wREcT8nVQ1Dg6YwsMA0Hl44NWuI3ZeObDLkQO7nDn/Tto5cCpfUX29z/f7kv2FVkwmFEM00X9dJvzb1YSfOIbhr8v/HKDR4FTmtbgEXj3uP8fSPmhe4lmVEEKkF0VR+Pzzz/nhhx/YvXs39vb2tG3b9j+fN10Te6FChdTpbK1bt1a3N2zYkIYNG6bnpbM1c1QUGr0ejU6H2WAgdOf2v5P1E2KfPFG/zvPuADybtwLg9zrVUX47y79XunYo4U354PNo7e0xXLuC4drVuB06HTpPL+zz5MGheAlca9YGwKWyLyVWfotdzhxqC9suR060zs5qktZoNJRcvS7F9/HvpB779CnhJ48RfvwYESeOER50AvML4zN0Hh64N2qCa41auNaoicvrNbD7e5CmEEJkNhqNhmvXrnH37l2uXbtG6dKl0+S8slZ8JqaYzZhCQ/9Jyk+foMQY8WrzNgARp4K4N2e2RQvb9PQJ5qgoyp/6HafSPigmE1feSbzSltubDdTE7lL1daIiwtGbzMQ+eYz579a14eoVos6fw6VKVQoHzsa1dl3catVGX7hIoq1p+7z5yNmxc5q896g//4hL4MePEn78GNGXL1oc4+hTFtcXW+NlykprXAiRqcXGxvLzzz/TqFEjAKZNm4bZbMbT0zPNriGJPYMoiqImwvCTx4m5fdsiYcc+fYpzxUrkG/ghALc+GcP9ObMtursh7hlxfGKPfRZKyJa42t06d3fscuTEvmw57HLkUK+lc3am6Ofz0Xl6qa1oJTaW6L/+IurCH2pcud/pzeOVy4gB7PLkxb1+QzVpOpUtp54rV5eky3H+F7GhoUT83RoPP3GMiKATmJ4/V/dr3dxwb9Don2fj1Wpi5+WVLrEIIUR6GTx4MOvXr2fbtm3UrVsX93QY4yOJ/SUpioLp2TOLpOz2Rj10Li6YIiK4PW6URbKO6/5+TOHA2eTp0w+AG8M/JPJUUIJzxz5poSZ2h0JFcK1RM64rO2euuGfROXJil+ufhXzcatWh8pU76HLkQJvMqEmPFq0I3b6V0N07CD9+lJhbN9V9uQN64liyFM6VqqAZ9ykV/PzTfVS4YjYTffEC4Sfiknj48WNEX/jD4hjHUqXxbP12XLd69Zo4lX0NjU6XbjEJIURGePfdd9FoNOk6o0ASO2C+95DQ07swPnr097SrEEwhIQAUnDAJOy8vnu37iau9exAbGgL/qjPts3sv7vXqo7G35+FXC9XtWmdndJ5eOBQvAWYzZoMBrYMDeQcMJObWLXSenth5eqHz8sLO0wu7HDkxhYWhc3Mjz7sDyNHJD+XvUZEvin3yBLucOdE6OoKiYHr6lPiIzIZoIs+cJurinxQYMRqA6It/cvPvkep2OXPh2aIVLn93X+sLFY6LVa9H06QZDsWKp/XtxfT8OeFBx+Na48ePxrXGQ0P/uU+urri92SCuSz2+Nf53OVAhhLBlly5dYsKECcybN488efLg6+ubZHnotCKJHTCsWMfl5YkP5jJcv0rpLbvQuf491/5fSR3gYssmVAszotXrKb58Ndd6x62Pb46MxBwZifHuHW4MHYRDyZJ4NGhMLv8AThXKZZHc4uUbMpzCU+LqVF//4D1CNm9IcIxT+YqUP3YKgCffreX6wH6Jxp67R2/s8+bFtXotii9ZgWv1mjh4l0zf1riiEH3pYlx3+t/d6lF//g4vVAd28C6JZ/NWcYm8Zi2cXisvrXEhRJZ04MABfvrpJ7Zs2UL//v0z5JrZOrEr4RHY3wvFzrci+gu3MIWFo3FwiGu96vVo9A641n4DANcatSg6byFPNyUsWvNionStWg2v9p0SvZ597n+m9Xm1fhvTC/Or47043cu1Rs1Ez+NQpMg/XxctZnE9jVaL02vlcK1eE93fgzF0bm7k8k9YjCctmMLCiAg68U+3+snjmJ4+VfdrnZ1xe6MurjXjutRdqtXEXuoCCCGysOvXr1OkSBG0Wi3vvvsuZcuWpV69ehl2/Wyb2M1GI2HvfUzpIydQpoyk7E8/p/iaHG3bkaNtu2SPcfQuScmv16Z4ruILl6Z4TL6BH8Lfz9yT4l6/Ie71M2bqoKIoGK78pT4XDz9+lKg/zlsM8HMoXgKPJs3UbnXn8hXR2GXbXzMhRDbz448/0qtXL8aPH897772HVqvN0KQO2Tixhx0+SOyRE9YOI1MzhYcTEXxSbY1HnDhO7AtLxGocHXGtWfvv0fNxLXJ7WWxICJGN+fr6UrRoUQoXLmy1GLJtYg/ZttXaIWQqiqKg3LnN48sX1GfjkefPWYwp0BcpSo6GjdXWuFOFSsmOxhdCiKzObDazZMkSqlWrRtWqVcmdOzdHjhx5qWpsaS1bJnbFbCZ05zZwdYHwhM+5swNTZCSRp4Isppwpjx5y7e/9GgcHXKv/vaZ69biV3PT58ls1ZiGEyGzOnDnDmDFjqF27Njt37gSwalKHbJrYw08cw/jgPnY1qhJ7PNja4aQ7RVGIuXlDXcEt/MQxon47ixIbqx6jL1QYGjSmcLPmuFaviXOlKmjTsJKeEEJkFWazGYPBgJOTE76+vnz55Zc0adLE2mGpsmViD9m+BQBdxbJZMrGbo6KIOB2stsQj/v4gE0+j1+PsW/XvxV/+bo0XKEhwcDD5qla1YuRCCJG5PX78mF69elG0aFG+/PJLAPz9/a0claVsmdjtc+fBqXxF7P3a8VeuUMrWst1kpigKMbdv/VMY5fivRJ47i2I0qsfYFyiI19sd1CVinSv7opVyi0II8dI8PDwIDw/n2bNnGI3Gl66VnhGyZWLPP3QE+YeO4MrD0zx/swy6ooWsHVKqmQ0GIs+csuhWN967q+7X2NvjXKkyrtVrxa0uV7MWDoWsNzpTCCFs3c2bN7l48SJNmjTB3t6erVu34u7unq6Lff0X2TKx25KYO7f/TuBH40aqnzmNEhOj7rfPmy9uTfX4BWAq+6J1crJixEIIkXUYDAaaN29OeHg4QUFB5M6dG49MXg462yX2v/w74VzFlwIjRhOz52dKTlxKzCh36FPd2qFhjokh8uxpiwVgjHduq/s1dnY4Vayslil1rVETfZGimfZToxBC2Kr4ypcODg588sknAOTKlcvKUaVOtkrsUZcuErJ9C4opbjS4EhGJw71QCLPOlLeY+/f+TuC/EnHiGBGnT1kUfbHLnQfPVm3URO7s+zo6Z2erxCqEENmBoiisWrWKrVu3snHjRuzs7OjcubO1w3op2Sqxh+7YCoBXm+SXhU0PZqORyHNn1MVfwk8cI+bmjX8O0OlwLl8xbqR6jZq4VK+JQ7Hi0hoXQogMpNFoOHHiBGfOnOHixYuUK1fO2iG9tGyV2EO2bwGdDs/mrdL9WsYHD/5O4HGD3CJOBaFER6v7/10+1aVqNXQuLukelxBCCEuKohAUFES1atUAmDZtGuPGjaNAgQJWjuzVZJvEbrh1k4jgINwbNMIuR440PbcSG0vk+XP/1Bs/cQzD9Wv/HKDV4lSuwj/1xjOgfKoQQojUGTlyJEuXLmXHjh288cYbeHp64vl3dUxblG0Se+iObUDadMMbHz1SW+MRf7fGzZGR6n5djhx4NGuhPht3qVoNnZvbf76uEEKItNepUydu3LhB0aJFrR1Kmsg2id2pfAVydOiMZ6s26jZtkYKEvFUel+JFknydEhtL1B/n1Tnj4SeOYbjy1z8HaDQ4vVZebY27VK+JY6nS0hoXQohM6u7du3z66adMnTqVXLlyUa1aNdavX2/tsNJMtkns7vXq416vvsU2e9+K3B3WjGIlq6jbYp88IfzkP9PNIoJPYo74Z9S8ztMTjyZN456N16iJS9Xq2GXyOY1CCCH+sX37djZs2ICPjw/Dhg2zdjhpzqYSe/TVK5gTqZoT++QxpufPE2zXeXhglyMnitlM7ONHFgkaIObZVZwf3cRwcitXLywi4sQxoi9fsjjGscxr6uIvrtVr4ljaB42VK/cIIYR4OY8ePSJnzpxotVreffddChQoQOvWra0dVrqwqcR+qXVTuH8vTc9ZHIj++z+duzvujZr8063+eg3sbHgAhRBCCDh8+DA9evRg7Nix9O3bF51OR5s2bVJ+oY2yqcTu2bY99i8UNwEwG6KJuX2b6L8uo3N1tdinL1AQ+4KFePLt12idnNAXsnyWboiNIFKJIne3dyjaqjtOZV+T1rgQQmQxpUuXxt3dHYdsUvzKphJ7wRGjcc6X76Ve8+S7dTz5ZiX5h46gwKhxFvuO/rWVq/ePUaHKEJxdXu68QgghMidFUdi0aRMlS5akcuXK5M2bl5MnT6LX660dWobI8s3T+NrriU1zCzeEAODi4JmRIQkhhEhH58+fp1+/fnz88ccoigKQbZI6ZIHEHn7yOKeL5efu7OkJ9pmjoni25wccS5XGsexrCV8bHYKDnTN6O8eMCFUIIUQ6URQF49+PaitUqEBgYCBLlizJllOPbaorPjGK0ZjoiHeAZ/v3Yo6IwLPN2wl+uIqiEG4IwcMpd0aFKoQQIh08e/aMwYMH4+npybx58wDo37+/laOyHptP7Mlxfb0aRWbOwb1+wwT7DLERmMxGXB29rBCZEEKItOLk5MT169dxc3MjOjoaR8fs3QubpRO7fd585H1/cKL7wqPjnq+7OkhiF0IIW/P48WMuXrzIG2+8gV6vZ+PGjeTKlQutzGzKuok99ulTtG5uaO3tE90fP3BOWuxCCGFbjEYjb731FiEhIRw7doy8efOSJ08ea4eVaWTZxH770/E83bSesvt+wcmnTIL90mIXQgjbZG9vz7Bhw3j27Bm5cuWydjiZjs0ndvv8Bcj7/ge41qipblPMZkJ3bkOjs8PRu2Sir5MWuxBC2I6dO3eydu1aVq1ahZ2dHd27d7d2SJmWzT+McCxegiIzP8ezWUt1W/iJYxgf3MezVRs0dol/dpEWuxBC2I7t27ezf/9+zp49a+1QMj2bT+yJURelad02yWPCDSHodY4yh10IITKpCxcuqF9Pnz6dgwcPUrVqVStGZBtsPrFHXbrIlT49eLp5IxA3Pz10+1a0bm6412+U6GsURSE8OlS64YUQIpOaMmUKb7zxBseOHQMgR44c+Pj4WDkq22DziT328SOerv+WyN/iumeizp/DcP0ank1boE1iLqMhNpJYc4x0wwshRCbVuHFjfH198fKSv9Mvy+YT+785latA2YO/kn/4x0keoz5flxa7EEJkCs+ePWPUqFE8ffoUgJo1a/LTTz9JK/0V2Pyo+H/TaLW4vl492WPUEfHSYhdCiExh3bp1LFmyBDc3N8aOHQuQLdd5TwtZKrEbHzzA+PgRTq+VS/YXQlrsQghhfc+fP8fNzQ2NRkPfvn1xcnKia9eu1g7L5mWprvjHa1bxe43KhPw9kC4p/5RrlcQuhBDWEBwcTO3atVm5ciUAOp2OHj16YJ/EaqEi9Ww+sWudnHD0KYtdrtxx09x0OtwbJD4aPp602IUQwroKFCiA0WgkLCzM2qFkOTbfFe9SpSoVgn/DcPsWt0YOw71BI+xy5Ej2NeGGEOx1jjjYOWVQlEIIIfbv30+ePHkoX748+fPnJzg4GFdXV2uHleXYfIs9XuiObQB4tWmX7HHxddiltS6EEBnnwoULdOzYkQ8//BBFUQAkqacTm2+xGx8+5Nm+n3i8djVoNHgms9oc/D2H3SRz2IUQIiOYzWa0Wi1lypRh3LhxNG7cWEa7pzObT+zRf13i2rs90egdcK1RE32+/MkeL8VfhBAi/UVGRjJhwgQAZs+eDcCwYcOsGVK2YfOJPV7e9weTu/e7KR4nxV+EECL96XQ6jh49ikajITIyEmdnZ2uHlG1kmcSusbfHsYR3isf9k9g90zkiIYTIXsLDw7l48SJVq1bFwcGBdevWkSdPHhwcHKwdWrZi84ndFBFh8f+URBhCAemKF0KItGQymWjWrBl3797l6NGj5M2bl8KFC1s7rGwp3RK72Wxm4sSJXLx4Eb1ez5QpUyhatKi6f/v27axYsQKtVkuHDh3w9/d/petEnIir/BN59nSqjpdn7EIIkfZ0Oh29e/fm1q1beHh4WDucbC3dEvvevXuJiYlh/fr1nDlzhunTp7Nw4UJ1/8yZM9m5cyfOzs60bNmSli1bvtIvQ9gvhwBwLJW6QgHh0SHY6xzQ62QOuxBC/Be//vorX3/9Nf/73//UxC6sL93msQcHB1O3bl0AKleuzPnz5y32+/j4EBYWRkxMDIqivNL0B3NUFBHBJ9EXK06hKdNTPF6dw+7gJdMthBDiP1q2bBkbN27k+PHj1g5FvCDdWuzh4eEWiw/odDpiY2Oxs4u7ZKlSpejQoQNOTk40adIEd3f3l77Gs317MEdGkqN9R+w9PVM8PiY2CqPJIN3wQgjxim7fvk2hQoWAuJ7XAQMGUK1aNStHJV6Ubond1dWViBcGtJnNZjWpX7hwgYMHD7Jv3z6cnZ0ZMWIE33//Pc2bN0/2nH/8+SeaO3f+OefKZQDcz5ufB4cPo0lhOkWUOe75euQzI8HBwa/0vrI6uS8ZQ+5z+pN7nPY2bNjAsmXL+Pzzz3nttde4fv06Wq1W7nUmk26J3dfXlwMHDtCiRQvOnDlD6dKl1X1ubm44Ojri4OCATqcjR44cPH/+PMVzvla2LM758qnfX9ZqCM+dh9iRw8g3YjSFPpmc7OtvPD7PXxegRBEfyhWs+upvLosKDg6malW5L+lN7nP6k3ucPgwGAwcOHOC1114DkHuczgwGQ4LH2KmRbom9SZMmHDlyBD8/PxRFYdq0aezYsYPIyEi6dOlCly5d8Pf3x97eniJFitCuXfJrvCem1HdbebZ/L5faNEvV8eqIeFmcRgghUhQVFcXcuXMZMGAAnp6e1K5dmyNHjmBnZyet9Ews3RK7Vqtl0qRJFtu8vf9ZQKZr16507dr1v1/H0THVx0q5ViGESL01a9Ywc+ZMIiIimDw5rkc0/pGqyLxs8iekmM3cHDkcrxat0LzEikbSYhdCiOQZDAb0ej0ajYaePXsSGRlJnz59rB2WeAk2WbY1/MQxHi6cz5ON61/udfFz2KUOuxBCJPDHH3/w5ptvsnr1aiCudf7BBx/g4uJi5cjEy7DJxB6yfQsAXm3eTvVrZA67EEIkz8PDgwcPHnD9+nVrhyL+A5vrilcUhdDtW9G6ueFevxGm0BCK/W8JzhUqJvu6GFPcHHYXKf4ihBCq06dP4+TkRJkyZShYsCBBQUHkzJnT2mGJ/8DmEnvUb2cxXL9Gjo5d0Do4oM2bj9zvpLyMoQycE0IIS1evXuWtt96iQoUK7N27F61WK0k9C7C5xB6yLb4b/uWmx4XHV3WTgXNCCAFAiRIl+PDDD6lbty5arU0+mRWJsLmfpC5HDhzLvIbHW3Fz1yPOnuZ8rao8WPS/ZF8nLXYhRHYXExNDYGAgY8aMUbeNGzeON99804pRibRmc4k938APqRB0Dt3f69CbIyKI+u0sxgf3k32dlGsVQmR3ZrOZ7du3s2vXLsLCwqwdjkgnNtcV/6rUFrt0xQshshGj0cjly5d57bXXcHR0ZPXq1eTJkwc3NzdrhybSiU212G9/Oo47Uz9FUZSXfm24IQQ7nR4Hu+QLxQghRFZhNptp3bo1bdu25dGjRwCULFnylappCtthUy32Z3t+RClT9pXmoYdHyxx2IUT2otVqefvtt/njjz9weIlVOoVts6nEDi8/Gh7AEBuF0RSNq0OxtA9ICCEykT/++IMVK1YwY8YMtFot/fv3lwZNNmNTXfEAnq3bWnxvlzMXXu074fRa+SRfEyEj4oUQ2cRnn33GsmXLOHDgAIAk9WzIplrsTuUqoM9fwHKbTxlKfr022ddJ8RchRFb29OlTcuTIAUBgYCBdunShUaNGVo5KWItNtdjd3mz4Sq+TOexCiKxq1apVVKxYkVOnTgGQJ08e3nrrLStHJazJphK7+5sNEmwzXL/GrXEjebbnhyRfJy12IURWVaJECdzd3WVeulDZVGJ3KFgwwbaYu3e4/8VnhP16JMnX/dNi90yv0IQQIkOYTCYWL17Ms2fPAKhbty7BwcGyepxQ2VRif1XhhhDstPY42ElNYSGEbVu9ejWjR48mMDBQ3ebk5GTFiERmY1OD515VeHQIro4yh10IYZtMJhNarRaNRkO3bt24ffs277//vrXDEplUlm+xx8RGE2OKlufrQgibdP36dVq0aMHatXGzf+zt7Rk3bpw6Cl6If8vyiV2KvwghbJlOp+PPP//kxIkT1g5F2Aib74rX6HToPDzQOjomul+KvwghbM3Vq1cxm82ULFmSwoULc+TIEQoXLmztsISNsPnE7lqjFr53niS5X1rsQghbcuvWLerWrUuZMmX46aef0Ol0ktTFS7H5xJ6S+Ba7i7TYhRA2oHDhwvTo0YPq1auj0+msHY6wQTaf2GNDQ4k4HYRDkWI4epdMsF8WpxFCZGZms5lly5bx4MEDxo0bB2AxlU2Il2Xzg+ei/jjPpdbNePzNqkT3R0SHotPa42gvc9iFEJlPTEwMS5cuZdWqVYSGhlo7HJEF2HyLPSXhBqnDLoTIXMxmMzdv3qRYsWI4OjqyYsUKcubMiaenp7VDE1mAzbfYkxMTG40hNlIGzgkhMg1FUfD396dp06Y8eRI38Pe1114jb968Vo5MZBVZusUeYQgF5Pm6ECLz0Gg01KlTB61Wi8lksnY4IgvK0i328OingEx1E0JY161bt5g0aRJmsxmA999/nzVr1pAnTx4rRyayoqyd2NUR8Z7WDUQIka1NmjSJL774gh9+iCsvHb/uuxDpwea74p0rVKLswV/R5y+QYN8/5VqlxS6EyFgRERG4uMTNxpk8eTINGzakefPmVo5KZAc232LXubnh+np19AULJdgXLs/YhRBWsGXLFipVqsTZs2cByJcvH127dpVWusgQNp/YkxNuCEGntcPR3tXaoQghshFPT09iY2O5ffu2tUMR2ZDNJ/awX3/hpLue25MmJNgXHi1z2IUQ6U9RFDZs2MDz588BaNCgAWfPnqVly5ZWjkxkRzaf2JWYGDCb0Wgt34ox1iBz2IUQGWL9+vX079+fKVOmqNs8PDysGJHIzmx+8FzMnbiurn8/Y5c14oUQ6UlRFCBuXnr79u0JDg5m8ODBVo5KiCzQYjfcuA6AvmhRi+3xiV2qugkh0tqDBw/o1q0bGzZsAECv1zNr1iwpryoyBZtP7DE3bwDgUKSYxXaZ6iaESC/R0dEcPnyYXbt2WTsUIRKw+a54tcVeuIjFdpnqJoRISw8ePCA6OpqiRYtStGhRfvrpJ3x8fKwdlhAJ2Hxiz9PvfTyaNEXr4GCxXVrsQoi0cu/ePerUqYO3tzfff/89Op2OsmXLWjssIRJl84k9R7sOiW6Pn8PuJHPYhRD/Uf78+WnVqhXly5eX6bMi07P5xJ6U8OgQXGQOuxDiFW3ZsoUrV67w0UcfATB37lwrRyRE6qRq8Nzt27c5ePAgJpOJW7dupXdMqRZ+4hi/163Bk+/WWmw3mgwYYiOk+IsQ4pUYDAamTp3KvHnzePz4sbXDEeKlpJjYd+/ezXvvvceUKVMIDQ3Fz8+Pbdu2ZURsKYr+6zKRp4MxhYdbbA+PDgXk+boQ4uU8ePAAAAcHB5YuXcqBAwfIlSuXlaMS4uWkmNi/+uor1q5di6urKzlz5mTLli0sWbIkI2JLUfyIeIck5rDLiHghRGooisL7779P/fr1CQmJ+/tRuXJlvL29rRyZEC8vxcSu1Wpxdf1nAFqePHnQajPH9PeYWzeBhHPYIwwyIl4IkXoajQYfHx+KFi1K+L96AIWwNSlm6FKlSvHNN98QGxvLn3/+yfjx4ylTpkxGxJaiJOewR0uLXQiRvKdPn/LFF1+oS8MOGjSIXbt2yepxwualmNgnTJjAgwcPcHBwYMyYMbi6ujJx4sQMCC1lMTdvYJ83H1pHR4vt4dJiF0KkYOzYsUyaNEkdM6TT6dDpdFaOSoj/LsXpbj/++CPDhw9n+PDh6rY1a9bQrVu3dA0sNTwaN4VE/iGGR4eg1cgcdiGEJaPRiL29PRDXaClfvjytW7e2clRCpK0kE/vKlSsJDw9n3bp13LlzR91uMpnYsWNHpkjsRefMT3R7uCEEVwdPNJrMMRZACGF9+/btY+jQoaxZs4YKFSqQP39+Bg4caO2whEhzSWa+YsWKJbpdr9czffr09IrnPzOaYog2Rkg3vBDCgtls5tGjR/z+++/WDkWIdJVki71+/frUr1+f5s2bJ5jyER0dneKJzWYzEydO5OLFi+j1eqZMmULRF6alnTt3junTp6MoCrlz52bWrFk4/Gu99+Q8P3SQkG1byN2zN84VKqnbI6T4ixDib/v27aN69eq4ubnRpEkTTp8+Tb58+awdlhDpKsW+6hs3btC6dWsaN25Mo0aNaNCgAfXr10/xxHv37iUmJob169czfPhwi1a+oiiMHz+ewMBA1q5dS926dS26+1Mj/OgRHi7+H8YH9y23S/EXIQSwfft2OnXqxOTJk9VtktRFdpDi4LnAwEAmT57MihUrGDBgAHv37iUqKirFEwcHB1O3bl0gbqGH8+fPq/uuXbuGp6cnq1at4tKlS7z55puUKFHipQI3/F2HXf/vOuyyOI0QAmjatCmdOnWiZ8+e1g5FiAyVYmJ3c3OjZs2anDp1irCwMEaMGEGLFi1SPHF4eLjFwjY6nY7Y2Fjs7OwICQnh9OnTjB8/nqJFizJgwADKly9PrVq1kj3nH3/+iebvlr35/G8A/P74MZqwfxaUuGf8E4Db1x8Qcis4xTiFpeBguWcZQe5z2ouIiGDRokX4+vrSoEEDzp8/T79+/YiKipL7nU7kvmZOKSZ2R0dHrl27hre3NydOnKBmzZoYjcYUT+zq6kpERIT6vdlsxs4u7nKenp4ULVqUkiVLAlC3bl3Onz+fYmJ/rWxZnP/uSjsX8hRTnrxUqf2GxTEHL1zk8WN4vVItnB3cU4xT/CM4OJiqVataO4wsT+5z+rh27RqHDh0iKiqK+vXr8/rrr1s7pCxNfo/Tn8FgsOjtTq0Un7EPGTKEL774ggYNGnD06FHeeOMNGjdunOKJfX19OXToEABnzpyhdOnS6r7ChQsTERHBjRtx3elBQUGUKlUq1UErJhMxt24mWCMe4uew63DSyxx2IbK658+fq+NzihcvzrZt2/juu++kXLPI1lJssVevXp3q1asDsGnTJp49e0ZYWFiKJ27SpAlHjhzBz88PRVGYNm0aO3bsIDIyki5dujB16lSGDx+OoihUqVIlVQPy4pmePcOxlA9OZV5LsC/cEIKLzGEXIst7/PgxDRo0oFChQuzcuROdTictSCFIJrFfu3aN+fPn4+HhwUcffYSLiwvh4eEsXryYNWvWcPbs2WRPrNVqmTRpksW2F6fN1apVi40bN75a0DlyUP7EmQTbY01Goo3heLnIyFchsrpcuXJRs2ZNSpQogdlsluVghfhbkol99OjRVKxYkUePHrFgwQLq1KnDxx9/TMGCBVmxYkVGxphqMiJeiKzt0KFD/Pbbb+qKcUuWLJFudyH+JcnEHhISwpgxY4iJiaFVq1Z8//33jBo1ipYtW2ZkfIkKO3qEmJs38HirOXZe/yRxKf4iRNZlNBoZOnQod+7coUOHDuTLl0+SuhCJSDKxOzk5AXFLyBoMBlauXEnx4sUzLLDkPP5mFY9XLad88HnLxC7lWoXIcp4/f467uzv29vYsWrQIOzs7WWhGiGQkOcLsxU/CXl5emSapQ1y5VgCHIpaj4qUrXoisZdy4cdSqVYvQ0FAAqlWrRpUqVawblBCZXJIt9tDQULZu3YqiKDx79oytW7da7H/77bfTObSkGW7ewC53HrR/9yrEk+VkhchavLy8cHNz49GjR3h6elo7HCFsQpKJvWbNmhw/fjzB1/GsldgVs5mYWzdxrlgpwb5wQ/wcdjcrRCaE+K8iIiJYv349vXr1QqPR8OGHHzJw4EAcHR2tHZoQNiPJxB4YGJiRcaSa8cF9lJiYBGvEA0REh+Li4IlW5rALYZPGjBnD6tWr8fDwoEOHDtjZ2akrVgohUsfm/sXE3LoJkGDVuViTkShjGPmdS1ojLCHEKzKbzWi1cR/GR4wYQa5cuVJVj0IIkTiba9q6Vq+J770Q8g8babFdrcPu6JnxQQkhXsnJkyepW7cuf/zxBwCFChVi/Pjx6qwcIcTLs7nEDqBzc7OY5gYyIl4IW/T06VMuXLjAkSNHrB2KEFlGion9zp079OrVi7feeouHDx/So0cPbt++nRGxJSrq0kWir11FMZsttsuIeCFsQ1BQkFr5sWnTppw4cYJ3333XylEJkXWkmNgnTJhAnz59cHFxIXfu3LRq1YqRI0em9LJ0c/OjD/mtQmnMUVEW26XFLkTmt2fPHpo1a8bkyZPVbS/WkBBC/HcpJvaQkBDq1KmDoihoNBo6d+5MeHh4RsSWKMPNG9jlyo3OxcViu7TYhcj86tatS5MmTWjbtq21QxEiy0pxVLyjoyP3799XV6ILCgpCr9ene2CJURSFmJs3cK5QMcG+cEMIGo0WJ727FSITQiQmOjqaGTNmULlyZdq2bYujoyNr1661dlhCZGkpJvZRo0bRv39/bt68Sdu2bXn27Blz587NiNgSiH3yJMk57OGGEFxlDrsQmcrdu3dZvHgx5cqVo02bNlK0RYgMkGJiL1SoEBs3buT69euYTCZKlChhtRa78f5dIJE57GYjUTFh5PeQZ3VCWJvBYODZs2fkyZOHEiVKsG7dOnx9fSWpC5FBUmzetmvXjsGDB3P58mWKFy9utaQOEHPvHgAO/2qx/zOHXZ6vC2FNoaGhNGzYkN69e2P+e+ZKvXr1cHV1tXJkQmQfKbbYDxw4wLFjx9i5cyezZ8+mRo0atGnThlq1amVEfBZcq9eg9PbvcSzlY7E9fuCci4NnhsckhPiHh4cH3t7e5M6dm5iYGFnjXQgrSDGxa7VaateuTe3atTl+/DgzZsxg0KBBBAcHZ0R8Fuw8PHH2KZNgu0x1E8J6zp07R3BwsFq4Zfny5bK+uxBWlOK/vj/++IMdO3awZ88eihcvTq9evWjSpElGxJaAEhub6PaI6FBAuuKFyGgmk4k+ffpw48YNmjRpQqFChSSpC2FlKf4LHDduHG3btmXdunXkypUrI2JK0l8BXdCGhVEh6JzF9n9a7DmsEZYQ2U50dDSOjo7odDrmzp1LdHQ0hQoVsnZYQgiSSeyPHj0id+7czJ8/H41GQ0xMDHfv3lX3FyhQIEMCfJHxwX2ccib8cBEeHTeH3dlB6rALkd7mzJnD6tWrOXjwIO7u7tSuXdvaIQkhXpBkYh83bhyLFy8mICAAjUaDoijqPo1Gw759+zIkwBcpMTE4FCmaYHu4IQQXvSdajS7DYxIiu4mJiSEmJoYbN25QoUIFa4cjhPiXJBP74sWLAdi8eTOenp4W+6xZBEb/rznsJnMskTHPyedRwkoRCZG1GY1Gtm/fTvv27dFoNAwdOpQBAwbg4eFh7dCEEIlIch77vXv3uHv3Lt27d1e/vnv3Lrdu3aJv374ZGaOFJOewy4h4IdLF+PHjeffdd9m4cSMAer1ekroQmViSLfZ58+Zx/PhxHj58SLdu3f55gZ0d9evXz4jYEvXvVeek+IsQ6WvgwIEYDAarzYYRQrycJBN7YGAgAEuWLKFfv34ZFlBycvfpj1OFShbbZA67EGnrwoULDB8+nM8++4wyZcpQuHBh5syZY+2whBCplOKSsk2bNmX79u0oisKECRPo0KED58+fz4jYEsjTqy8OhQpbbFMTu7TYhUgTV69e5ejRo+zatcvaoQghXkGKiX3MmDGYzWb27dvHtWvXGD16NFOmTMmI2FJF7YqXFrsQr+zSpUtERkYC0KJFC/bt28fw4cOtHJUQ4lWkmNgNBgNvv/02Bw4coHXr1rz++uvExMRkRGwJ3P8yYbnYcEMIGrQ4O0gddiFexS+//MKbb77J1KlT1W1VqlSxYkRCiP8ixcSu0+n48ccfOXjwIPXr12fv3r1otdapeR5z706CbeHRITg7uMscdiFeUdWqVfH19bVKYSchRNpLcUnZSZMmsXLlSj755BPy5MnDrl27rNYVb5/PcrW7uDnsYeR1L2aVeISwRSaTiUWLFlG8eHFatGiBk5MTO3fulHrpQmQRKTa9fXx86NmzJw8fPmTlypX069ePMmUSVljLCPr8+S2+j5vDrsjAOSFews2bN5kyZQrTpk1Ta6ZLUhci60gxsW/dupWBAwdy+/Zt7t69y6BBg9SFKjKa/b8Se7gsTiNEqpjNZkJDQwEoXrw4K1euZOvWrVZ7rCaESD8pdsWvWLGCDRs24OUVlzwHDBhAjx496NixY7oH92/6/JZd8bI4jRApe/78OX5+fuj1ejZv3oxWq6Vp06bWDksIkU5S/LhuNpvVpA6QI0cOq3Xb2efJZ/G9LE4jRMrc3Nzw8PDAw8ODqKgoa4cjhEhnKbbYfXx8mDp1qtpC37hxo9WesetcXS2+lxa7EIm7fv06x48fp0uXLmg0GpYvX46jo6M8SxciG0ixxT5lyhT0ej1jxoxh9OjR2Nvb88knn2REbCmKm8OuwUUvBSmEiGc2m/Hz82Pw4MFcu3YNACcnJ0nqQmQTybbYw8PDuXnzJoMGDWLEiBEZFVOSzIZoi+/j5rB7oNXKHHYhTCYTOp0OrVbLjBkzePz4McWKFbN2WEKIDJZki/3777+ndu3a9O7dm4YNG3LixImMjCtRZoNB/Tq+Drs8XxcCVq5cSd26dXn+/DkAb775Jh06dJBWuhDZUJKJfeHChWzcuJFjx44xc+ZM5s+fn5FxpSgy5hkyh12IOHfu3OHevXtcuHDB2qEIIawsycSu0WgoXbo0AHXr1lXnwGYWUvxFZGeKorBnzx4URQFgxIgRHD16lOrVq1s5MiGEtSWZ2P+9cIWdXYoD6DOUjIgX2dmUKVPo0qWLuliUXq8nX758KbxKCJEdJJmtIyIiCAoKUlsEkZGRFt9Xq1YtYyJMgsxhF9lZQEAAV65c4Y033rB2KEKITCbJxJ43b17mzv2nTGqePHnU7zUaDV9//XX6R5eMf1rsnlaNQ4iMcPv2bUaNGsUnn3xCqVKlKFasGCtXrrR2WEKITCjJxL569eqMjCNV7Nz/ma8eP4fdWeawi2zg9OnT7N69m5IlSzJx4kRrhyOEyMQy14PzlxBuCMXZwR2d1mbfghDJunv3Ljly5MDR0ZHWrVuzZcsW6tWrZ+2whBCZnE2VdlJiYwEwm01EGp7J83WRZZ08eZLatWsTGBiobnvzzTdlXroQIkU2ldhNkREARMQ8Q0GRxC6yrNdee41ixYrh7e1t7VCEEDYmxcT+7Nkzxo0bR48ePQgNDWX06NE8e/YsI2JLkkx1E1mNoiisX7+ePXv2AODi4sL+/fvp0aOHlSMTQtiaFBP7+PHjqVChAqGhoTg7O5MnTx6rrxsfP9XNRVrsIou4desWH374IWPGjMFkMgEJ15IQQojUSPEvx+3bt+nSpQtarRa9Xs/QoUO5f/9+RsSWJGmxi6xAURQiIuIeLxUpUoQFCxawadMmdDopaiSEeHUpDinX6XSEhYWpg3auX7+eqpaE2Wxm4sSJXLx4Eb1ez5QpUyhatGiC48aPH4+HhwcfffRRqoOWxWmErYuMjKR///5ERESwadMmNBoN7du3t3ZYQogsIMUMPXjwYAICArh79y7vv/8+/v7+DBkyJMUT7927l5iYGNavX8/w4cOZPn16gmPWrVvHpUuXXjrouBa7BhcHmcMubJOTkxMGgwGj0UhYWJi1wxFCZCEpttjr1atH+fLlOXfuHCaTiUmTJpErV64UTxwcHEzdunUBqFy5MufPn7fYf/r0ac6ePUuXLl24evVqqoLVObsAcS12Z73MYRe25dGjRxw7dowCBQqg0WhYunQprq6u8ixdCJGmUsyMX375pcX3f/75JwCDBg1K9nXh4eG4urqq3+t0OmJjY7Gzs+Phw4d8+eWXfPnll3z//fepDvbPy5fh/j0iDM9w1uYkODg41a8VqSP3NH0oisJ7773HjRs3WLJkibXDyRbkdzn9yT3OnF6qyWs0Gjl8+DCVKlVK8VhXV1d1YBDEPXOPrxD3ww8/EBISQr9+/Xj06BHR0dGUKFEixWeMr5Uti8lTz/kghXw5C1PVp+rLhC9SEBwcTNWqck/TkqIo6viUwMBA/vrrLwoWLCj3OZ3J73L6k3uc/gwGQ4Le7tRIMbH/u2U+cOBAevfuneKJfX19OXDgAC1atODMmTNqbXeAHj16qPNzN2/ezNWrV1M1cCj2+TMiHONCluIvIrPbvn078+fPZ8uWLbi6utK4cWMaN24srRwhRLp66Yd7ERER3L17N8XjmjRpgl6vx8/Pj8DAQEaPHs2OHTtYv379KwUaT0bEC1tx9uxZfv/9d0nkQogMlWKLvWHDhmpXoqIoPHv2jL59+6Z4Yq1Wy6RJkyy2JbY85stO8ZE57CIzO3nyJK+//joajYaPP/4Yf39/WRZWCJGhUkzsX3zxBTlz5gTi6rC7u7tbDIrLaBGGUEBa7CLzmTNnDpMnT2bp0qW0b98eBwcHSepCiAyXYmIfOXLkS41cT29xXfEaXBw8rR2KEBbatm3Lzz//TLly5awdihAiG0vxGXuZMmXYunUrV69e5e7du+p/1hIeHYKz3k3msAurCwkJYfDgweo6DCVKlGDr1q34+PhYOTIhRHaWYnY8e/YsZ8+etdim0WjYt29fugWVJL0dEYZn5HYvnPHXFuJfDh06xJo1a3B0dGTWrFnWDkcIIYBkEvuWLVto164d+/fvz8h4kmXQmlAwy/N1YTWhoaE4Ojri6OhImzZtWLlyJS1atLB2WEIIoUqyK/7rr7/OyDhSJTImbk1tSezCGs6fP88bb7zBzJkzgbieqzZt2qgLLwkhRGZgU4tUR4Y+AGSqm7COYsWK4erqiru7u7VDEUKIJCXZ1Lh8+TKNGjVKsD1+iUxrPGOPjA4FpMUuMs7evXuxs7Ojfv36uLq6cvjwYfR6vbXDEkKIJCWZ2IsWLZrpilVEG8LAQVrsImPcvXuXbt26UaBAAU6ePImdnZ0kdSFEppdkYre3t6dgwYIZGUuKooxxiV3msIv0ZDQasbe3p0CBAnz++edUqlRJnqMLIWxGkn+tfH19MzKOVIkyhOOUQ+awi/RhMBgYOXIk9+7dY926dWg0Grp162btsIQQ4qUkOXhuwoQJGRlHqkSZwuX5ukg3er2eW7ducefOHUJCQqwdjhBCvBLbavpq5fm6SFthYWGcOHGCRo0aodFoWLJkCW5ubvIsXQhhs2xqupvZUS8tdpFmFEWhY8eOdOvWjYsXLwKQM2dOSepCCJtmWy12pMUu0o5Go2Ho0KEEBwdTrFgxa4cjhBBpwqZa7BqjSVrs4j/55Zdf6NChAxEREQA0a9aMsWPH4uDgYOXIhBAibdhWYo+JlRa7+E/27NnDzz//zC+//GLtUIQQIl3YVGIHmcMuXt6FCxfUr0ePHs3evXtp2rSpFSMSQoj0Y1OJ3cHOGTutvbXDEDZk6dKlvPHGG2zbtg0AR0dHKleubN2ghBAiHdlUYnfUu1o7BGFj3nzzTcqXL0+BAgWsHYoQQmQIm0rsTnaS2EXyIiMj+eSTT7h+/ToApUqV4uDBg1SrVs26gQkhRAaxrcTuIOUyRfL27t3L/PnzmTVrlrpNo9FYMSIhhMhYNjWP3ckrn7VDEJlQVFQUOp0OvV5P69atmTt3Lh06dLB2WEIIYRU21WJ3dfSwdggik/nrr7+oX7++2kLXaDQEBATg7Oxs5ciEEMI6bCqxO+qcrB2CyGTy5s1LTEwM0dHR1g5FCCEyBZvqitdFm60dgsgEgoODMRgM1K5dGzc3Nw4fPoyrqwysFEIIsLHELsTDhw9p1aoVuXPn5uTJkzg4OEhSF0KIF0hiFzbBbDaj1WrJkycPkydPxsfHR9Z3F0KIREhiF5labGwsM2bM4OLFi6xatQqNRkPfvn2tHZYQQmRaNjV4TmQ/Wq2WkydPcvbsWR4+fGjtcIQQItOTFrvIdGJiYjh16hQ1a9ZEq9WyaNEiXFxccHNzs3ZoQgiR6dlUi13rJNPdsoOuXbvSrl07Ll68CEC+fPkkqQshRCrZVItdq9dbOwSRAXr37k3hwoXJnz+/tUMRQgibY1MtdpE1nT9/np49exIVFQVAy5Yt+eKLL3B3l9oAQgjxsmwqsZvCwqwdgkgH69atY/v27fzwww/WDkUIIWyeTXXFK2ZZeS6ruH37NoUKFQJgzJgxNG7cmPr161s3KCGEyAJsKrGLrGH9+vV88MEHLF++nJYtW+Ls7CxJ3UbFxsZizqQfuGNiYqwdQpYn9zhtaLVa7OzSLh3bVFe8yBoqV65MwYIFcZJZDjYtLCws0/5h9/b2tnYIWZ7c47QTExNDWBo+apYWu0h3sbGxLFiwgHbt2lG4cGF8fHw4ceJEmn5CFRkrNjYWnU6XacvjGo1G9DKLJl3JPU47er2eyMhIYmNj0+TvorTYRbr78ccfmThxIp9++qm6TZK6bTObzfIzFCIN6XS6NHusZVP/MrX29tYOQaSSyWTCbDZjb29PixYtmDJlCl27drV2WEIIkSlpNJo0O5dNtdi1mbTbT1i6ffs2zZo14/PPPwfifmHff/99vLy8rByZEEJkfTaV2IVtcHd35969e9y8eRNFUawdjsiijh8/Tq1atQgICCAgIID27dvzwQcfqAP6nj59ysiRIwkICMDf35/hw4fz6NEj9fVBQUH06tWLgIAAOnTowJo1a1J97TVr1tC2bVt2796d7HGbN29m9uzZr/YG08DJkye5cOFCul9nwIABDBgwwGJbw4YNMRgM6vdXrlwhICAAiHuUs2jRIvz9/dWfX/wS0q/i7Nmz6rn/bf/+/XTo0IEuXbrw3XffqdefMGECXbp0ISAggBs3brzytTMjm+qKN0dGWjsEkYS//vqLkJAQqlWrhru7OwcPHiRXrlzWDktkkI93BLPxbNr+cexYqSgzW1dN9piaNWsyZ84c9fvhw4ezf/9+6tSpw6BBg+jduzeNGzcG4Ndff6V///5s2LCBu3fvMmXKFJYuXUquXLmIjo6mR48eFC5cmHr16qUY2549e5g5cyY+Pj7/7U2ms02bNtGiRQvKlCmTbte4d+8ekZGRGI1Gbt26ReHChVN8zdKlSwkJCeGbb75Bq9Vy7tw53n//fX744QfsX/KR61dffcX27dsTnWVjNBoJDAxk48aNODk50bVrVxo0aMDp06eJiYlh/fr1nDlzhunTp7Nw4cKXum5mZluJ3Wi0dggiESEhITRs2BAvLy+OHTuGk5OTJHWR4WJiYnj48CEeHh78+eefuLm5qUkdoHbt2hQpUoSTJ08SFBTE22+/rf6eOjo6smzZsgSj/G/fvs3YsWOJjY1Fo9Ewbtw4zp49y/nz5xk7dixz5sxRE1l0dDSjR4/m7t27GI1Gxo8fb3Guzz77jPPnzxMREYG3tzeBgYEEBwczY8YM7OzscHd3Z/bs2Tx69IjRo0djZ2eHTqdj5syZ5M2bVz1PYq9xcHDgk08+4caNG5jNZoYMGYKLiwuHDx/m999/p2TJkgQFBbFq1Sr0ej3FihVj0qRJ3L59O8G1cuXKxYQJE7h//z4hISHUq1ePIUOGJHnfN27cSKNGjXB0dOTbb79l5MiRKf6s1q9fz+bNm9Fq4zqNK1asyMaNGy2SekRERIJegBo1ajBo0CCLbUWKFGH+/Pl8/PHHCa5z5coVihQpgoeHBwBVq1YlKCiIM2fOULduXSBu+u358+dTjNmW2FRiF5mTl5cXI0aMoEiRIjI3PZua2bpqiq3r9HDs2DECAgJ48uQJWq2Wzp07U6tWLbZs2ZJoy7Fw4cLcvXuXhw8fJmjFJlZBcObMmQQEBNC4cWP+/PNPxowZw+bNm9m5cycTJ060uMa6desoWLAgc+bM4dKlS/z6669qvYPw8HDc3d1ZsWIFZrOZli1b8uDBA/bu3UuTJk3o06cP+/fv5/nz5/z666+UK1eOUaNGERQUxLNnzywSe2KvOXjwIF5eXkybNo2QkBC6d+/Orl27qFu3Li1atMDJyYn58+ezZcsWXF1dmTZtGuvXr0ej0SS4ltFopHLlynTq1AmDwZBsYjebzezcuZP169djZ2dHy5Yt+fDDD3F0dEz25xYdHa0m23j/HoPj4uLC6tWrkz0PQNOmTbl9+3ai+8LDwy1+ri4uLoSHhxMeHo6rq6u6XafTpdlUs8wga7wLkaHMZjNLlizh9OnTLFq0CI1Gw+DBg60dlsiG4rviQ0JC6N27t7pMcZ48efjpp58SHH/jxg1q167Nw4cPuX//vsW+CxcuoCgKZcuWVbdduXKFatWqAVC2bNkEr3nR1atX1W780qVLU7p0aTZv3gyAg4MDT58+ZdiwYTg7O6td1wMGDGDRokW888475M2bl4oVK9KxY0e++uor+vbti5ubG0OHDrW4TmKvuXTpEsHBwZw7dw6IW2cgJCREfc2tW7coWbKkmsyqVavGL7/8wpgxYxJcy9PTk99++41jx47h6uqa7CJEhw8fJiIiguHDhwNxfxt27NhBp06dcHBwICYmBgcHBwAiIyPVhO/u7p4gue7Zs4datWqp21LbYk+Oq6srERER6vcRERG4ubkl2J7Vpm/K4DnxSnbt2sW+ffu4c+eOtUMRAi8vL2bNmsW4ceN4+PAhlSpV4vHjx+zfv1895tChQ9y4cYPq1avTqlUrNmzYwNOnT4G4P/gTJkzg4cOHFuf19vYmKCgIgD///DPZR0ze3t789ttvQFwijU928de+d+8en3/+OcOGDSM6OhpFUdixYwft2rVj9erVlCpViu+++459+/ZRtWpVVq1aRbNmzVi6dKnFdRJ7TYkSJWjZsiWrV6/mq6++olmzZnh4eKDRaFAUhUKFCnHlyhUi/x6ndOLECYoXL57otTZv3oybmxufffYZvXv3VmNNzMaNG5kyZQrLli1j2bJlfPHFF3z77bcAvPbaa/z4448W96BChQoAtGvXji+//FI976lTpwgMDLRY8Ca+xf7ify+T1ON/Jjdu3CA0NJSYmBiCgoKoUqUKvr6+HDp0CIAzZ85QunTplzpvZpd1PqKIdGU2m/n999+pUKECWq2WhQsXotfryZMnj7VDEwKAkiVLEhAQwJQpUwgMDGTRokVMmzaNxYsXA5AvXz6WLFmCTqejUKFCjBgxgkGDBqHT6YiIiKBjx468+eabFuf8+OOPGT9+PMuXLyc2NpapU6cmeX0/Pz/GjBlD9+7dMZlMjBkzhsuXLwNxz5AXLFhA586d0ev1FC5cmIcPH1KhQgVGjRqFs7Mz9vb2TJo0CUVRGDFiBPPnz0er1TJ69GiL6yT2mrx58zJu3Di6d+9OeHg4/v7+aLVaKlWqxOzZs/niiy8YPHgwPXr0QKvVUqRIET766CMePHiQ4Fp6vZ5hw4YRHByMk5MTRYsW5eHDh1y8eJELFy7Qr18/IG7WwdmzZy0GL1atWhWDwcCpU6fUe7d27Vrs7OwoXLiwukhVnz59mDt3Ll26dMHOzg47Ozv1b0pa2LFjB5GRkXTp0oVRo0bRp08fFEWhQ4cO5M2blyZNmnDkyBH8/PxQFIVp06alyXUzC41iA/ORDAYD58+fp6iLnlxlKlg7nCwrODiYqlUTf07aq1cvfvzxRw4dOkTJkiUzOLKsJbn7bCviu2cz65KiERERuLi4WDuMLOXJkyds2LBB7R6Xe5y2Evs3FZ/7ypcvrz7SSA2barHrEhncIjLG22+/jdFoVAcDCSGyF0VR6N27t7XDEKkgz9hFom7evMmHH35IdHQ0AG3btmX16tXS9S5ENpUrV65M20MjLKVbYk9pZZ+dO3fSqVMn/Pz8mDBhQqoWvzdn0hKRWdGSJUtYvXo1mzZtUrel5VrGQggh0ke6Jfa9e/eqK/sMHz6c6dOnq/uio6P54osv+Prrr1m3bh3h4eEcOHAgxXOao6LSK1wBPH/+XP169OjRLFu2DH9/fytGJIQQ4mWlW2IPDg5OcmUfvV7PunXr1MVMYmNjX2pggEh7u3btIiAgQJ2e4uLiQrt27aSVLoQQNibdBs8lt7KPVqtV54OuXr2ayMhI3njjjRTPefWvv7gZFZteIWdrUVFR6PV6fv/9d1kONgMEBwdbO4T/zNvbG2MmXub5xQVIRPqQe5x2jEYjV65cSZNzpVtiT2llH7PZzKxZs7h27Rrz589PVcuwRMmS5H6tUrrEm90oisKaNWuoX78+hQoVomrVqhQoUIDatWtbO7QsT6a7pY3jx48zZMgQdfplREQEhQoVYvbs2RiNRgwGAzNmzODu3buYTCby58/PqFGjyJ07NxBX3e1///sfsbGxREZG0r59e7p165aqa69Zs4bvvvuO/v3706JFiySP27x5M1evXuWjjz767284HWzevBkPDw8aNWqU6teMGjWKFi1aULVq1Vee7mYwGGjYsCG9evWib9++QNy6/MOGDVMrsAGsXbuWx48fM3jwYJ49e8aMGTO4ceOG+vOcNGlSoksBJ+fp06d89NFHREdHkydPHgIDAxMshT1lyhROnTqFi4sLH330EZUqVeLu3bt8/PHHKIqCh4cHn332WZouoR0TE0OFChUSne72stItsfv6+nLgwAFatGiR6Mo+EyZMQK/Xs2DBArUQgMg4e/bs4YMPPqB169asWrUKQB6HiFd28tpurj8+l6bnLJarItWKJ500Qaq7/Vft27e3ynV//PFHWrRowZYtW+jdu3eqcsCwYcPw8/OjSZMmAKxcuZIJEyZY/PxTY8GCBbRq1Yr27duzZMkS1q9fT8+ePdX9Bw4c4Nq1a2zcuJHQ0FD69u3L5s2bWblyJc2bN6dbt27MmTOHjRs3Jlkq1trSLbEntrJP/GpA5cuXZ+PGjbz++uu88847APTo0UP9gYn0oSgKZrMZnU5HkyZN+Pjjj+nevbu1wxIiTWSX6m7t27dn3rx5FCpUiO+//57g4GA+/PBDxo4dq64PP27cOHx8fGjQoAElSpSgRIkSVKtWja+++go7OzsKFizIzJkz+d///keuXLno0qULU6ZM4dy5cxiNRgYPHkzjxo2ZPn26+tioVatW6t9riOs6HjFiBLdu3cJkMtGrVy9atGhBQEAAXl5ePH/+nGXLlqHT6RL8rDZs2MDYsWN5+vQpP//8Mw0aNEj2Z3vnzh0eP35skSMCAgLo0KGDxXFBQUHMnTvXYlvPnj0teiSCg4Pp378/APXq1ePzzz+3SOx//fUXdevWRavVkiNHDnQ6HY8ePbKoFRAeHk6+fPmSjdma0i2xa7VaJk2aZLHN29tb/frChQsvfU7dC8/sxct5+PAhgwcPpnr16gwfPhyNRsOoUaOsHZbIIqoVb5Fi6zo9ZMfqbh07dmTr1q0MGjSILVu28NFHH7Fo0SJq1qyJv78/169fZ/To0axdu5Z79+6xefNmvLy8+OCDD+jZsyctW7Zk69athIeHq+fct28fISEhbNy4kUePHvHNN9+g0+m4ffs23333HbGxsfj7+1OzZk31NZs2bVLX6A8PD6d9+/bq/tatWyfZULt+/TpRUVGUKVOGDh06sHz58mQTu0aj4eHDh2qBn3g6nS7Bz+z1119PsSLcixXfXFxcCAsLs9hftmxZVqxYQbdu3bh//z5//fUXUVFR5MuXj88++4ydO3cSExPz0uvWZySb6gPXJPLJT6SOXq/n/PnznDx5MsmCDkLYmpo1a7J69WrWrFmDvb29RXW3xAoU3bhxg/z581OgQIFEq7v9+eefFttetrpb5cqVgbjqbi+2Al+s7jZhwgSL6m5Pnz7lnXfe4YcffsDOzo6OHTvi5eVF3759WbNmTYIWb5s2bfjxxx958OAB4eHhlC5dmkuXLrFp0yYCAgIYP368OnXVy8tLLYc6evRoTp48Sffu3Tl16pRF9/e1a9fU2HPnzs3QoUO5cuUKr7/+OhqNBnt7eypVqmQxuOvatWvqvXF1dcXb25tbt24BULx48STv04YNG4iKiqJPnz4sW7aM4OBgbty4gaOjY4JKcpGRkTg4OCT68zIajezYscNiW1BQEAEBARb/7du3z+KYF8d/RUREJFhNs06dOmpv8ooVKyhXrhyenp7MnDmTwMBAdu3axdixY1NVd95abCqxS0J6Offu3VPLOHp6evLjjz+ydu1amcImspzsVN3N1dWV8uXLExgYqD4jL1GiBD179mT16tV88cUXtG7dGsAiea9fv57BgwfzzTffAHHjBOKVKFFCjT0sLIw+ffrg7e2tdsMbjUZOnz5N0aJF1dcUL15cvTfh4eFcunRJ/WCV1N+Y2NhYdu/ezZo1a9SKcP369ePbb78lZ86cRERE8NdffwFgMpn49ddfqVChAnnz5sXLy4u9e/eq5/r6668tvod/Wuwv/vfvgYG+vr78/PPP6s/l3wNZr127Rs6cOfn2229599130Wg0uLu74+7urrb08+TJY7HuR2ZjU2vFmzLxjcxsnj9/Tr169XB1deWXX37BxcUlQVeWEFlJdqnuBtCpUyf69u2rViUbMGAAY8eO5bvvviM8PDzRbuKKFSvSq1cvPD09cXFxoX79+mqSb9SoEUePHqVr166YTCYGDhzIm2++yYkTJ+jSpQtGo5FmzZpRrlw59XwdOnQgMDCQrl27YjAYGDRoEDlz5rS45pIlSyhTpow6IHH//v1qCzhe+/btadu2LUOGDCEwMJAxY8ag1WoxGo00atRI7d6fOXMmkyZNYvny5RiNRooUKcKUKVOS/Hkk5b333mPkyJF89913eHl58dlnn6nnb9asGT4+Phw+fJiNGzfi4ODAhAkTABg/fjyTJk3CbDajKIq6PTOyqepuRZzsZLrbS5g1axY5c+akZ8+eqRp1mhWmYdmCrHCfM8N0t+RI5bH0l5p7vG/fPpydnalVq1YGRWW7sm11N5E0RVHYtGkTR44cUad/jBgxwspRCSGys7Jly1KgQAFrh5Ht2NQzdpE0RVFYtmwZGzZs4Pr169YORwghJKlbibTYbZiiKFy/fp3ixYuj1WpZuHAhiqJQrFgxa4cmhBDCSqTFbsOGDRtG3bp1uXbtGgDFihVLdpqJEEKIrM+mWuxaR0drh5Cp1KlTh4sXL8qSvEIIIVQ2lRG02Xwt88ePHzNhwgQMBgMQN01k586dFnNLhcgujh8/Tq1atdSFSNq3b88HH3ygji5++vQpI0eOJCAgAH9/f4YPH86jR4/U1wcFBdGrVy91adI1a9ak+tpr1qyhbdu27N69O9njNm/ezOzZs1/tDb6EzZs3J1iIJSl//vknX375ZZL7Dx06xPr169MqND755BPefvtti20BAQEWi93EF4WJt379erp160ZAQAB+fn4cP378la795Zdf0rFjR/z8/NQ1PV70yy+/8Pbbb9O1a1cWLFigbg8MDKRjx4507tzZNisxKjYgOjpaCQoKUp7evmbtUKxq/PjxipeXl7J06dJ0OX9QUFC6nFdYygr32WAwKAaDwaoxHDt2TBkyZIjFtmHDhinff/+9EhYWpnTt2lXZs2ePuu/IkSNKu3btlNjYWOXmzZtK27ZtlUePHimKoihRUVFKp06dlJ9//jlV137nnXeUCxcupHjcpk2blFmzZr3Eu7Id4eHhKR4TGRmptGrVShk2bJhy7NgxdXv37t2Vv/76S/0+OjpaadCggaIoirJz505l8ODBSkxMjKIoinLz5k2lXr16ypMnT14qvvPnzysBAQGK2WxW7ty5o7Rv395iv8lkUt58803l5s2biqIoyvDhw5WTJ08qf/75p9KpUyfFbDYr165dU9q1a/dS131Vif2bis990dHRL3Uum+qKN0WEpXxQFvPiXNGPP/6YYsWKWRRiECIzuDX2Y55u2ZSm58zRrgOFp85M9fHZuQiMh4cHuXLlokSJEsyePRt7e3s6d+6Mh4cH8+bNw9XVFQ8PD3x8fKhevTrr1q1jzpw5vPXWW/j6+qqrrc2fP59t27appWYXLFjA3r17MZlMdO3aFT8/P/V9PH/+nNKlSxMYGJjkz+T777+nVq1a1KtXjzVr1lCjRo0Uf47r1q1j9OjR2NvbA3Hr+2/dulVdGjde//79iYyMVL/39vZm4sSJ6vfBwcHUqVMHjUZDgQIFMJlMPH36lBw5cgAQEhKCu7u7+vPz9fXl1KlTdOzYUV3eNjw83KLcuK2wqYiVWLO1Q8hQP//8M/379+fLL7+kcePGuLq60rt3b2uHJUSmIUVg4orA/Pjjj+p+g8HAhg0bMJlMvPXWW6xfv55cuXJZLHEb79atW6xatYr8+fPj5+enLisL8Mcff3Do0CE2bNhATEwMn332GWFhYer7CAsLo3Pnzjx48MAivhdt2LCBSZMmqUk3uWPjPXz4MMHP7t9JHVBXFExKeHi4xQp38QVf4hN7jhw5iI6O5sqVKxQrVoxDhw5RpkwZ7Ozs0Gq1NG/enLCwMCZPnpzsdTIjm0rs2U3OnDmJjIxMtJiFEJlJ4akzX6p1nVbi67GHhITQu3dviyIwP/30U4Ljb9y4Qe3atXn48GGiRWAURaFs2bLqtpctAhO/dGrp0qUpXbo0mzdvBiyLwDg7O1sUgVm0aBHvvPMOefPmpWLFinTs2JGvvvqKvn374ubmxtChQy2u06ZNG7p27UqnTp3UIjAvJvb4mTFPnz7F1dVV7ZV4/fXXefz4scW5vLy8yJ8/PwD58+dXx+9A3JrpFStWRKfT4eTkxLhx4zAajer70Ov16vtIzJUrV7h8+TLTp08H4taPX7t2LUOGDMHBwcHidRERETj+PTi6YMGC3Lt3z+KD1i+//IKPjw+5c+dWt6XUYn+x2Ev8NV48p0ajYebMmUycOBF3d3eKFy+Ol5cXW7duJVeuXCxbtoyIiAj8/f2pUqVKih9IMhObGjyXHfzwww/cvXsXgPLly/Pbb79J17sQKcjuRWBeFD9LJr6oSvx7PHv2bIJjkysIVaJECf744w/MZjNGo5FevXrx888/q+9j0KBB6vtIzIYNGxg6dKha7GXVqlVs2rSJmJgYypUrZ/Fh5NChQ1SoUAGIW4N+wYIFxMbGAnEfMMaOHZtg9s/ixYstir28mNQhrmv9l19+wWw2c/fuXcxms9paf/G6ixcv5ssvv+TmzZvUrl0bd3d3nJ2d0el0uLi4oNfrLT4g2AJpsWcihw4dwt/fn5YtW6o1hT08PKwclRC2ITsXgUmMVqtl/PjxvPvuu7i5uWE2m19qBk3ZsmWpW7cuXbt2xWw207VrVypVqsTChQvp3LkzOp1OfR/h4eFs3ryZsWPHAnHjHXbt2sW2bdvU8xUoUIAyZcrw448/8u677zJhwgTat2+PXq/H09NT7fJu2bIljx49wt/fH3t7e0wmk1r34mWUL1+e119/nS5dumA2m9WiLUePHiU4OJhBgwaRL18+unbtiqOjI61bt6ZUqVKUKFGCU6dO4efnh8lkonXr1pQoUeKlrm1tUgQmE1AUBY1Gg6IojBs3ju7du1t0B2aUrFCcxBZkhfssRWBsw+LFi+nVqxd6vZ6PPvqIOnXqJJh69qpevMeRkZEsWrSIYcOGpcm5s6NsWwRGY6ezdghp6vnz54wePZrSpUvz4YcfotFokm0RCCHEy3BxcaFz5844OjpSsGBBWrRokS7XMZlM9OvXL13OLV6eTSV2nYurtUNIU7Gxsezbt48rV66oXYJCCJFWunfvTvfu3dP9OonNKBDWY1OJPSt4/vw5d+/epUyZMuTIkYPt27dTvHhxSepCCCHShE0ldnN0tLVD+E8iIiKoW7cu9vb2HDp0CGdnZ0qXLm3tsIQQQmQhtpXYX5hjaYtcXFzo2LEjDg4O6qpKQgghRFqyqcRuiw4cOMC+ffuYMmUKQIJlJoUQQoi0JIk9HSmKwvTp0zl9+jQ9evSQbnchMtigQYOSrWSWVRw/fpwhQ4ZQsmRJIO6xX6FChZg9ezZ6vZ6nT58yY8YM7t69i8lkIn/+/IwaNUpdyS0oKIj//e9/xMbGEhkZSfv27enWrZs135KFs2fP0q1bN7799lsqVqwIxFW0i1/TPt7QoUPx8/OjRo0aXL58mVmzZhEVFUVkZCRvvvkmgwcPTnZRnsScOXOGqVOnotPpqFOnDoMGDbLYHxoayogRI9QlbKdMmULOnDn59ddfmT17NnZ2dtSqVSvBCoLpKg2K0qS7+Ao3D38/Y+1QUuX+/fvq15cvX1bOnLGNuLNC1TFbkBXuc2ao7pac1FQey0qSq3RnNpvTpdJdRt7jsWPHKrNnz1ZGjhypbkusct6QIUOUY8eOKc+ePVNatWqlXLt2TVEURYmNjVUGDhyofPvtty997TZt2ig3btxQzGaz0rdvX+X8+fMW+6dPn64sXLhQUZS4+zpmzBhFURSlbdu2yuXLlxWz2az4+fmlWA0w21Z3swWTJk1i6dKlHD58mKJFi6qfoIXI6s6+5p3o9nwfDidv//cBuNr3HcJ+/SXBMa7VauC96lsAHq1Yyt1ZgVT640qC4160efNmDhw4QHR0NI8ePaJHjx7s27ePy5cv8+GHH9KyZUveeOMNjhw5wtmzZ5k6dSqKopA3b15mz57Nu+++i5eXF8+fP2fJkiWMHTuWW7duYTKZ6NWrV4I53+Hh4YwdO5awsDBCQkLo1KkTzZo1o1u3buzevRuNRsOnn36qVpGLf/zm6enJtGnT+OOPPywqrzk6OlrUgJ87dy5eXl58+umnnD9/nly5cnHnzh0WLlyITqdj/PjxGAwGHBwcmDx5srrGe2JerHR3/vz5NKl0d/36dXW9eEdHR6ZOncrkyZNp0aIF9erV49ChQ+zevZvp06fToEEDSpQoQZEiRfjll1/Ytm0bzs7OLF26FDs7O5o2bZrq9xMREcGxY8fYtWsXrVu3tqjQlpR9+/ZRo0YNihUrBoBOp2PGjBkJxjZ98803FkvbAsyYMYMCBQoAcT/zmJgYihQpAkCdOnU4evQo5cqVU4//66+/1Na4r68vkyZNAuJW7gsNDcVoNGIwGDJ05pMk9jTm4+ND4cKFLYoTCCHSR0REBMuXL2fXrl2sXLmS7777juPHj7NixQpatmypHjd+/HjmzJmDt7c3a9as4cqVuA8NrVu3pkmTJnzzzTfqevPh4eG0b9+emjVrWiSQGzdu0LJlS9566y0ePHhAQEAA/v7++Pj4EBQURKVKlThx4gRjx47F39+fadOmUbJkSTZs2MDSpUupXbu2WnkNYNGiRSxZsgQnJycmTJjAL7/8grOzM6GhoWzcuJGnT5/y1ltvAXHJJiAggDfffJOjR48ye/ZsPvvsM4t7kVSlu927d6dJpbsZM2bQr18/6tWrx+7du7lw4UKSP5d79+6xefNm9Z7+9NNPvP322+zevZtly5bx6aefpvh+4u3evZsmTZrg4OBA8+bN2bhxY7KL4Wg0mkQrxCW2EmFK8/zDw8Nxdf1n/RQXFxdu3bplcUzZsmXZv38/r732Gvv37yf679lbPj4+DBgwAE9PT3x8fDJ0WVqbSux2mXDd9PDwcBYvXszgwYPR6/V07tyZdu3aZdqlNoVILym1sAFKLF2V4jG5e/Uld6++qbpm/NLLbm5ueHt7o9Fo8PDwsKhSBvDkyRO8veN6FF58dhxfCe3KlSvUrl0biCuy4u3tzV9//cX8+fOBuBZu+/btWbVqFT/99BOurq5qkZLOnTuzZcsWHj16RMOGDbGzs+PKlSt8+umnABiNRvU68f+HuCItI0eOxMXFhatXr1K5cmX1/xBXVjQ+GVy6dInFixezdOlSFEVJdFZNUpXu8ubNm2iFyJetdHft2jWqVKkCQIsWLYiIiGDv3r3qfuWF1cm9vLzUUqudOnVi4sSJlChRgmLFiuHl5ZWq9xNvw4YN6HQ6+vTpQ3R0NPfv36dv375qzfQXRUZG4ujoSIECBfjjjz8s9t26dYv79++r1fog5RZ7YhXi4kvxxuvXrx9Tp06lZ8+e1K1bl3z58vH8+XMWL17Mrl27yJs3LzNnzmT58uX07Zu63+v/yqYSe2Y0Z84c5syZg7OzM++99x4ajUaSuhAZJLUDofLkycP169cpVqwYS5YsURNs/Ovjq7g1adKE8PBwLl26hLe3t1qMCSAwMJDKlSvj7+/PsWPH+PnnnwGoVasWs2bN4sGDB2qhkeLFi6sJIjg4mEePHgH/VF4LCwtj3rx5HDx4EIBevXqhKAqlSpVSC6c8e/aM69evA3GV1nr37o2vry9Xrlzh5MmTSb7X+FZyjx492Lp1K76+vmqlu4YNGwKWle4KFy7MwIEDadGiBTly5FAr3Q0cONAiscdXr6tduzbbt2/n0aNH6PV69b29mEhfrMRWrFgxFEVh6dKldO3a9aXez8WLFzGZTHz33Xfqtl69enHgwAHKlCnDggUL1DXrQ0NDuXz5Mt7e3pQoUYLFixfTtWtXihQpgtFoZPr06dSuXdsisafUYnd1dcXe3p6bN29SuHBhfvnllwSD54KCgmjbti01a9bkxx9/xNfXF0dHR5ydndXHGXny5FGr7GUEm0rsSmzidX8zmtFoVD9hfvjhhzg7O9OrVy8rRyWESMqnn37KmDFj0Gq15M6dm549e/L111+r+zt37sz48ePp2rUrBoOBQYMGJagm1qBBAyZOnMiOHTvw9PREp9MRExODXq+nadOm/Prrr2r1tIkTJzJy5EhMJhMAU6dOtSgJ6+rqiq+vL+3atcPZ2Rl3d3cePnxI+/btOXToEH5+fuTKlQtHR0fs7e0ZOXIkEydOxGAwEB0drVZRS8qLle7mzZuXZpXuJkyYwMKFC3F0dOTTTz/lyZMnjBkzhh07dqjPsxPTsWNH5s6dS82aNQGSfD9Dhw5lzJgx6mj9DRs20LZtW4tzderUiTVr1rB8+XL8/f3x9/fHxcWF2NhYxo4dq3a5T58+nXHjxqEoChERETRo0AB/f/9k71tiPv30Uz766CNMJhN16tShUqW4QmS9e/dm0aJFFC9enJEjRwJxCXzatGno9XpGjRpF7969cXBwwM3NTa1LnxGkuttLCg4Opn///syaNYsGDRpYNZa0lhWqjtmCrHCfpbpb+rhy5QoXLlygZcuWhISE0KpVKw4cOJAp73N63OPPP/+cAQMGJBi4lx2kZXU3bcqHiBfZ2dlx+/ZtfvvtN2uHIoTIYvLnz8/OnTvp3Lkzffv25aOPPsqUST29+Pn5ZcukntZsqiveWo4dO0axYsXIly8flSpV4vTp08lONRFCiFfh7OzMwoULrR2G1cQPWhP/jbTYU3Ds2DFatmzJiBEj1G2S1IUQQmRW0mJPQfXq1enevbs6mlMIIYTIzCSx/0tUVBSBgYHky5eP999/H61Wy9y5c60dlhBCCJEqNtUVr3NJ/0EVkZGRrF+/njVr1qgLUAghhBC2wqZa7Bq79KlhHh0dzb179yhevDg5c+Zkw4YNeHt7Y2dnU7dHCCEAaNiwIfnz50er1WIymYiMjGTy5MlUqFABRVH49ttv2blzp/o3rm/fvuq89WfPnjFjxgxu3LihVoKbNGlSosvMWkvbtm3x9fXlk08+UbfF1wWI9+La9QaDgS+++IKzZ8+i0WhwdnZm0qRJLz1eKjo6mhEjRvDkyRNcXFyYMWNGgnXrlyxZwq5du3B1daVv3740aNAgyQpw6SXbZ67o6GgaNWpEbGwsBw8exMnJSS0LKIQQtmr58uXq3OfDhw/z5ZdfsnjxYtavX8+pU6dYuXIlDg4OhISE0K9fPzw8PKhcuTLDhg3Dz8+PJk2aALBy5UomTJjAnDlzrPl2VMHBwZQuXZpjx44lWMs9KVOnTqVEiRJ8+21coaE9e/YwZMgQ1q9f/1LXXrt2LaVLl2bw4MHs2rWLBQsWMG7cOHX/xYsX2blzp1oPwM/Pj5o1a7J48WKqVq3KgAED+PXXX/n888+ZOnXqS137ZdhUYo999gwKpu05HR0dqV+/PkajERtYq0eITCszVnf75ptv+Omnn4iNjcXNzY358+djNpsZPXo0d+/exWg0Mn78eK5du8amTZswm8188MEHPHr0iFWrVqHX6ylWrBiTJk1KtDLYv889bNgwevToQfXq1Tl37hwLFy5k3rx5fPLJJ9y4cQOz2cyQIUOoUaMGrVq1olixYuj1ej7++GN1JbbQ0FAGDhxI48aNOXDgAPPmzcPV1RUPDw98fHwYPHgwn332GSdPnkRRFHr27Enz5s2TvVd3795V1zj/5ptv+Prrr9Wk7+XlxaBBg1i7di25c+fm8ePHalIHCAgIoEOHDhbnM5vNTJ8+nT///BOj0cjgwYNxc3Nj3bp16geA+Bb0qFGjCA0NJTQ0lOLFi1O9enXatWvHo0eP6N+/P5s3b36p97NhwwaaNm1K/vz52bp1a7JLwkLcwi/79+9X1+4HaNKkCa+//rrFcTdu3LBI0gCtWrWiS5cu6vfBwcHqeu/16tVjwYIFFsdfuXKF6tWrq/e2aNGiXLx4MckKcOnFphJ7Wjlz5gzff/89o0ePBmDKlCmpXnNaCJF5JFfdrXnz5oSGhrJy5Uq0Wi19+vTht99+47fffqNgwYLMmTOHS5cu8euvv+Lu7o67uzsLFy4kJCSECRMmsGXLFlxdXZk2bRrr16+3SCBmsznRc3fq1IktW7ZQvXp1tmzZQufOndmwYQNeXl5MmzaNkJAQunfvzq5du4iMjOT999/ntdde49dff6VXr17UqFGDU6dOMX/+fBo0aMCUKVNYv349uXLlYvjw4QD8/PPP3L59m3Xr1mEwGOjcuTNvvPFGguIkvXv3xmAw8PDhQ+rWrasuexoSEpKg+/jFSm/xxWPi6XS6BN3w+/btU6vQPXr0iG+++UYtopOYmjVr0rNnT7U4Trt27di2bRvt27dP9fuBuKJbwcHBTJkyhVKlSvH+++8nm9g1Gg2hoaHkypUrwd/4+CI18YoWLWpRGyAx4eHh6r1wcXEhLCzMYr+Pjw9LliwhPDwco9HI6dOn6dKlS5IV4NJLtkvsiqIwatQoTpw4QZs2bShXrpwkdSHSQGar7qbVarG3t2fYsGE4Oztz//59YmNjuXr1KvXq1QOgdOnSlC5dms2bN6uFYW7dukXJkiXVLt5q1arxyy+/MGfOHE6dOgXEdU8ndu66desya9YsQkNDCQoKYty4cUyePJng4GDOnTsHQGxsLCEhIcA/1d5y587NwoUL2bhxIxqNhtjYWJ4+fYqrq6taJ/3111/n8ePHXLp0id9//52AgAD1fC+2yOPFd8V//vnn3L59W32m6+rqSmhoKJ6enuqxN27cIH/+/BQoUCBBpTej0cgPP/xA69at1W3Xrl1TH1nmzp2boUOHcvz4cYvXvdgDGv8+vb29MZlM3Llzh927d7Ny5UrWr1+fqvcDsH37dsxmM/379wfg0aNHHD16lFq1aiX4Ox4ZGYmDgwNeXl48f/4cRVEsjtmxYwfNmjVTe2JS02J/sdpbYpXevL296datG++++y5FixalUqVKeHl5JVoBLj3Z1Kj4/+L58+dA3Ce4uXPnsmXLFsqVK2flqIQQ/0VyH8ovXLjA3r17+eKLLxg/fjxmsxlFUdQqZRCXxONbwvEVyQoVKsSVK1eIjIwE4MSJExQvXpyhQ4eyevVqVq9ezeXLlxM9t1arpVmzZkycOJHGjRuj0+koUaIELVu2ZPXq1Xz11Vc0a9YMj79LUMdfc+7cubRt25ZZs2ZRo0YNFEUhZ86cREREqFXBzp49C8RVRqtRowarV69m1apVNG/ePEEr+0VDhgzh4cOH6vPl7t27M2XKFHVt8idPnvDll1/i5+dH3rx58fLysijH+vXXX1t8Hx/D77//DsRVquvTpw8ODg5qpbc7d+7w7NmzRH9OHTt2ZNasWZQsWRJ3d/eXej8bN25k0aJFLFu2jGXLljFu3DjWrFmj/tyOHj2qHnv48GEqVKiAvb09derUsWiN//DDD6xatcri8Up8i/3F/15M6hDXjR5f1e/QoUMJaj48ffqUkJAQ1q5dy9ixY7l37x6lSpVSK8CtXLmSQoUK4evrm+j7SyvZosU+b9485s6dy8GDBylcuDA+Pj74+PhYOywhRDoqWrQoTk5OtG/fHr1eT+7cuXn48CF+fn6MGTOG7t27YzKZGDNmDJcvX1ZflyNHDgYPHkyPHj3QarUUKVKEjz76KFXnBujQoQONGzdW63z7+fkxbtw4unfvTnh4OP7+/hZlTQGaNWvG1KlTWbx4Mfnz5yckJAStVsv48eN59913cXNzw2w2U7RoURo2bMiJEyfw9/cnMjKSxo0bJzuATKvVMnXqVLp160bjxo0JCAjAZDLRrVs37Ozs0Gg0vP/++2qymTlzJpMmTWL58uUYjUaKFCnClClTLM7ZqFEjDh06RNeuXTGZTAwcOJDy5cvj5uZGp06d8Pb2TjI5x7/X+KVzk3o/mzdvBqB9+/ZAXFnY+NK28Zo2bUpgYCD37t1jypQpfPrpp8yZMwez2UzlypXVynCjR48mMDAQPz8/ADw8PJg/f36S9ywpXbt2ZeTIkXTt2hV7e3s+++wzAFasWEGRIkVo2LAht2/fpkOHDtjb2/Pxxx+j0+kSrQCXnrJFdbdvv/2WwMBAVqxYkWDAhPhHVqg6Zguywn2W6m4ZY/HixfTq1Qu9Xs9HH31EnTp1ePvtt60dFpD+9/jChQucP3+ejh07pts1MpNsW91Nm8o3ZjQaWbZsGUZjXP32rl27cvToUUnqQgib4uLiQufOnfHz80NRFFq0aGHtkDKMp6dngtH4InVsqite6+iYquM+++wzZs6cSWRkJIMHD0aj0aRqrqMQQmQm3bt3T3E6V1aV3gPMsjKbSuzJMZvN6nOr9957j/DwcN555x0rRyWEEEKk7N+j9v8Lm+qKN/09zeDfLly4QJMmTTh06BAQNzBiypQpiU6XEEL8d1qtVmopCJGGTCZTgkGVr8qmWuxKEn9IIiMjOXfuHD///LM6P1UIkX7s7OyIiooiMjISnU6X6daCMBqN6mAkkT7kHqcNRVEwmUyYTKY0q09iUy32F124cEGdXuLr68vRo0cZP368laMSIvtwc3NDr9dnuqQOcUt7ivQl9zhtaDQa9Hp9mhbZsakWe7wzZ87QrFkz3nrrLb7++msASpYsaeWohMh+MnMFxMw6FS8rkXucOaVbi91sNjNhwgS6dOlCQEAAN27csNi/f/9+OnToQJcuXfjuu+9e6twVK1akZcuW+Pv7p2XIQgghhM1Lt4/be/fuJSYmhvXr13PmzBmmT5+urjRkNBoJDAxk48aNODk50bVrVxo0aEDu3LmTPeeWH36i32uV0Gq1LFu2LL1CF0IIIWxWuiX24OBg6tatC0DlypU5f/68uu/KlSsUKVJEXS+5atWqBAUFJVmqL35xvB8OH8G/33sJyieKtGMwGKwdQrYg9zn9yT1Of3KP01f84MSXXSA23RJ7eHi4xaIwOp2O2NhY7OzsLErfQdzqSuHh4UmeK34FubHjxnPx4sX0ClmAxQcwkX7kPqc/ucfpT+5xxjAajTimcoE2SMfE/mJ5O4h75h4/0Obf+yIiIpIdEeji4kLp0qWxt7fPlCNwhRBCiLSmKApGo/Gl1+RPt8Tu6+vLgQMHaNGiBWfOnKF06dLqPm9vb27cuEFoaCjOzs4EBQXRp0+fJM+l1WrTdCqAEEIIYQtepqUeL92qu5nNZiZOnMilS5dQFIVp06bxxx9/EBkZSZcuXdi/fz//+9//UBSFDh060K1bt/QIQwghhMhWbKJsqxBCCCFSx2ZXnhNCCCFEQpLYhRBCiCwk0yX29FyxTsRJ6R7v3LmTTp064efnx4QJEzCbzVaK1HaldI/jjR8/ntmzZ2dwdFlDSvf43Llz+Pv707VrVz744AOZc/2KUrrP27dvp127dnTo0IFvv/3WSlFmDWfPniUgICDB9pfOe0om8+OPPyojR45UFEVRTp8+rQwYMEDdFxMTozRu3FgJDQ1VDAaD0r59e+Xhw4fWCtVmJXePo6KilEaNGimRkZGKoijK0KFDlb1791olTluW3D2Ot3btWqVz587KrFmzMjq8LCG5e2w2m5U2bdoo169fVxRFUb777jvlypUrVonT1qX0u/zGG28oISEhisFgUP8+i5e3ZMkSpVWrVkqnTp0str9K3st0LfbUrlin1+vVFevEy0nuHuv1etatW4eTkxMAsbGxODg4WCVOW5bcPQY4ffo0Z8+epUuXLtYIL0tI7h5fu3YNT09PVq1aRffu3QkNDaVEiRLWCtWmpfS77OPjQ1hYGDExMSiKImuNvKIiRYowf/78BNtfJe9lusSe1Ip18fteZsU6kbjk7rFWqyVXrlwArF69msjISN544w2rxGnLkrvHDx8+5Msvv2TChAnWCi9LSO4eh4SEcPr0afz9/VmxYgXHjh3j6NGj1grVpiV3nwFKlSpFhw4daNmyJfXr18fd3d0aYdq8pk2bJlot8VXyXqZL7Gm5Yp1IXHL3OP77GTNmcOTIEebPny+fwF9Bcvf4hx9+ICQkhH79+rFkyRJ27tzJ5s2brRWqzUruHnt6elK0aFFKliyJvb09devWleVPX1Fy9/nChQscPHiQffv2sX//fp4+fcr3339vrVCzpFfJe5kusfv6+nLo0CGAZFesi4mJISgoiCpVqlgrVJuV3D0GmDBhAgaDgQULFqhd8uLlJHePe/TowebNm1m9ejX9+vWjVatWtG/f3lqh2qzk7nHhwoWJiIhQB3oFBQVRqlQpq8Rp65K7z25ubjg6OuLg4IBOpyNHjhw8f/7cWqFmSa+S99JtSdlX1aRJE44cOYKfn5+6Yt2OHTvUFetGjRpFnz591BXr8ubNa+2QbU5y97h8+fJs3LiR119/nXfeeQeIS0RNmjSxctS2JaXfY/HfpXSPp06dyvDhw1EUhSpVqlC/fn1rh2yTUrrPXbp0wd/fH3t7e4oUKUK7du2sHXKW8F/ynqw8J4QQQmQhma4rXgghhBCvThK7EEIIkYVIYhdCCCGyEEnsQgghRBYiiV0IIYTIQjLddDchsqLbt2/TrFkzvL29LbYvWrSI/PnzJ/qa+OUlBw8e/MrX3bx5M9OnT1evER0dTfXq1fnkk08SXeUqOXPnzqV8+fI0atSIgIAAVq9eDUDbtm3Ztm3bK8cIEBAQwP3793F2dgbiVtsqXLgws2fPVldCTMx3332Hs7MzrVq1+k/XFyIrkcQuRAbJkyfPf06Ar6Jhw4ZMnz4dAJPJhJ+fHxs3bsTPz++lzvPhhx+qX584cUL9Oq3e05QpU6hRowYQt7rZBx98wIoVKxgxYkSSrzl16hTVq1dPk+sLkVVIYhfCyi5dusTkyZOJjIzk6dOn9OvXj65du6r7jUYjY8aM4fLlywD4+/vTuXNnHj9+zIQJE7h//z4ajYbhw4dTu3btZK+l0+l4/fXX1XNt2rSJFStWoNFoKFeuHOPHj0ev1yd6vVGjRlG9enX++OMPADp16sSGDRvw8fHh999/p379+mzdupVcuXIRGhpKq1atOHDgAEePHmXevHnExsZSqFAhJk+ejJeXV7JxRkZGEhISQsWKFQH4/vvvWbFiBdHR0cTExDBt2jSio6PZv38/x44dI3fu3JQtW/al74cQWZE8Yxcigzx8+JC2bduq/y1duhSADRs28P7777Np0ya+/vprZs6cafG606dP8+zZM7Zu3crixYvVyk5Tp06lQ4cObN68mYULFzJhwoQUi0OEhITwyy+/ULlyZS5evMiiRYtYvXo1O3bswMnJiS+//DLJ68UbN26cGnc8Ozs7mjVrxg8//ADATz/9RJMmTQgLC+Ozzz5j2bJlbN26lTp16iRZf37cuHG0adOGOnXq0KVLF2rXrk3Pnj0xm82sW7eORYsWsX37dvr27cuSJUuoXbs2DRs25IMPPqBu3bqvdD+EyIqkxS5EBkmqK37UqFEcPnyYxYsXc+nSJSIjIy32lypVimvXrtGnTx/q1avHxx9/DMCvv/7K1atXmTdvHhBXYvfWrVuULVvW4vX79++nbdu2KIqCoig0adKEVq1asWbNGho0aKC2nrt06cLo0aPp169fotdLSZs2bQgMDKR79+7s3LmToUOHcvbsWe7du0ePHj2AuC52Dw+PRF8f3xV/6tQpPvjgA5o0aYJerwfgf//7H/v37+fatWucOHECrTZhmyS190OIrE4SuxBWNmTIENzd3WnQoAEtWrRg586dFvu9vLzYtWsXR44c4eeff6Zdu3bs2rULs9nMqlWr8PT0BOJ6BHLmzJng/C8+Y3+R2Wy2+F5RFGJjY5O8XkoqVqzIs2fPOHfuHA8ePKBKlSrs3bsXX19fFi1aBIDBYLCoVJUYX19fAgICGD58OFu2bMFgMNCxY0fatGlDtWrV8PHxYc2aNYm+n9TcDyGyOumKF8LKjhw5wgcffEDjxo3VKlomk0ndv2/fPkaMGEH9+vUZN24czs7O3Lt3j5o1a/Ltt98C8Ndff9G6dWuioqJSfd3q1auzf/9+QkNDgbgR5jVq1Ejyei/6d03ueK1bt+aTTz6hZcuWAFSqVIkzZ85w7do1ABYsWJDgUUNievXqRUREBOvXr+f69etoNBoGDBhAjRo12LNnj3p/dDqd+vV/vR9CZBXSYhfCygYPHoy/vz8ODg6UKVOGggULcvv2bXV/vXr1+Omnn2jZsiUODg60adMGHx8fxo0bx4QJE2jdujUAM2fOxNXVNdXXLVOmDP379ycgIACj0Ui5cuX49NNPcXBwSPR6L2rUqBFt27ZNUEe+TZs2zJ07lzlz5gCQO3dupk2bxpAhQzCbzeTNm5dZs2alGJter2fIkCFMmzaNPXv2ULZsWZo3b45Go6FOnToEBwcDULt2bT7//HPc3Nz+8/0QIquQ6m5CCCFEFiJd8UIIIUQWIoldCCGEyEIksQshhBBZiCR2IYQQIguRxC6EEEJkIZLYhRBCiCxEErsQQgiRhUhiF0IIIbKQ/wOmppm607dILwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 576x396 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--------- ConfusionMatrix---------\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\liuxi\\AppData\\Roaming\\Python\\Python38\\site-packages\\sklearn\\metrics\\_classification.py:191: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n",
      "  score = y_true == y_pred\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x396 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.datasets import load_iris\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.ensemble import AdaBoostClassifier\n",
    "from yellowbrick.classifier import ConfusionMatrix\n",
    "\n",
    "iris = load_iris()\n",
    "X = iris.data\n",
    "y = iris.target\n",
    "classes = iris.target_names\n",
    "label_encoder={0: 'setosa', 1: 'versicolor', 2: 'virginica'}\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2)\n",
    "print(y)\n",
    "classify_visual(AdaBoostClassifier(),X_train, X_test, y_train, y_test,\n",
    "                classes=classes,label_encoder=label_encoder)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "2e677449",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.linear_model import Ridge,Lasso\n",
    "from yellowbrick.regressor import ResidualsPlot,PredictionError\n",
    "# Load the data\n",
    "df = pd.read_csv('data/concrete/concrete.csv')\n",
    "feature_names = ['cement', 'slag', 'ash', 'water', 'splast', 'coarse', 'fine', 'age']\n",
    "target_name = 'strength'\n",
    "\n",
    "# Get the X and y data from the DataFrame\n",
    "X = df[feature_names].values\n",
    "y = df[target_name].values\n",
    "\n",
    "# Create the train and test data\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "4b3553da",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "----- residulas plot -----\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x396 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "----- PredictionError plot -----\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x396 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "regression_visual(AdaBoostRegressor(),X_train, X_test, y_train, y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "07dbf030",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
